{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": [],
      "machine_shape": "hm",
      "gpuType": "V28",
      "authorship_tag": "ABX9TyNnAA75z5mlG/CsvAsZ/vfS",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    },
    "accelerator": "TPU"
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/DanielWarfield1/MLWritingAndResearch/blob/main/dropout.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# underlying Problem"
      ],
      "metadata": {
        "id": "JU7fp8OeMc9m"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "# Set random seed for reproducibility\n",
        "np.random.seed(42)\n",
        "\n",
        "# Define a complex function\n",
        "def complex_function(x, y):\n",
        "    return np.sin(x) * np.cos(y) + 0.1 * x * y\n",
        "\n",
        "# Create a grid for contour plot\n",
        "X, Y = np.meshgrid(np.linspace(-5, 5, 100), np.linspace(-5, 5, 100))\n",
        "Z = complex_function(X, Y)\n",
        "\n",
        "# Plot contour\n",
        "plt.figure(figsize=(8, 6))\n",
        "contour = plt.contourf(X, Y, Z, levels=20, cmap='viridis')\n",
        "plt.xlabel('X')\n",
        "plt.ylabel('Y')\n",
        "plt.title('Contour Plot of function')\n",
        "plt.show()\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 564
        },
        "id": "yrSKnU_aK4q9",
        "outputId": "23c8176d-bb5c-465b-b6e1-6aa96f6caea0"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x600 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Creating Dataset"
      ],
      "metadata": {
        "id": "94ho6q5WMkX2"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "# Set random seed for reproducibility\n",
        "np.random.seed(42)\n",
        "\n",
        "# Define a complex function\n",
        "def complex_function(x, y):\n",
        "    return np.sin(x) * np.cos(y) + 0.1 * x * y\n",
        "\n",
        "# Generate dataset\n",
        "N = 100  # Number of samples\n",
        "x = np.random.uniform(-5, 5, N)\n",
        "y = np.random.uniform(-5, 5, N)\n",
        "z = complex_function(x, y)  # Compute function values\n",
        "\n",
        "# Create a grid for contour plot\n",
        "X, Y = np.meshgrid(np.linspace(-5, 5, 100), np.linspace(-5, 5, 100))\n",
        "Z = complex_function(X, Y)\n",
        "\n",
        "# Plot contour\n",
        "plt.figure(figsize=(8, 6))\n",
        "contour = plt.contourf(X, Y, Z, levels=20, cmap='viridis')\n",
        "plt.colorbar(contour)  # Add color bar for reference\n",
        "\n",
        "# Scatter plot with colors based on function values\n",
        "plt.scatter(x, y, c=z, cmap='coolwarm', edgecolors='k', alpha=0.7)\n",
        "\n",
        "plt.xlabel('X')\n",
        "plt.ylabel('Y')\n",
        "plt.title('Contour Plot of Function with Scatter Overlay')\n",
        "plt.show()\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 564
        },
        "id": "Bdje9n7LMca3",
        "outputId": "5651b0ac-26a1-4624-fdbb-1c96aeb2a228"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x600 with 2 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Training an AI Model"
      ],
      "metadata": {
        "id": "roP6HA5gPMO5"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import numpy as np\n",
        "import torch\n",
        "import torch.nn as nn\n",
        "import torch.optim as optim\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "# Set random seed for reproducibility\n",
        "torch.manual_seed(42)\n",
        "np.random.seed(42)\n",
        "\n",
        "# Define the complex function\n",
        "def complex_function(x, y):\n",
        "    return np.sin(x) * np.cos(y) + 0.1 * x * y\n",
        "\n",
        "# Generate dataset\n",
        "N = 100  # Number of samples\n",
        "x = np.random.uniform(-5, 5, N)\n",
        "y = np.random.uniform(-5, 5, N)\n",
        "z = complex_function(x, y)\n",
        "\n",
        "X_train = torch.tensor(np.column_stack((x, y)), dtype=torch.float32)\n",
        "y_train = torch.tensor(z, dtype=torch.float32).unsqueeze(1)\n",
        "\n",
        "# Define a neural network model\n",
        "class NeuralNetwork(nn.Module):\n",
        "    def __init__(self):\n",
        "        super(NeuralNetwork, self).__init__()\n",
        "        self.fc1 = nn.Linear(2, 64)\n",
        "        self.fc2 = nn.Linear(64, 64)\n",
        "        self.fc3 = nn.Linear(64, 1)\n",
        "\n",
        "    def forward(self, x):\n",
        "        x = torch.relu(self.fc1(x))\n",
        "        x = torch.relu(self.fc2(x))\n",
        "        x = self.fc3(x)\n",
        "        return x\n",
        "\n",
        "# Initialize model, loss function, and optimizer\n",
        "model = NeuralNetwork()\n",
        "optimizer = optim.Adam(model.parameters(), lr=0.001)\n",
        "criterion = nn.MSELoss()\n",
        "\n",
        "# Train the model\n",
        "n_epochs = 5000\n",
        "for epoch in range(n_epochs):\n",
        "    model.train()\n",
        "    optimizer.zero_grad()\n",
        "    output = model(X_train)\n",
        "    loss = criterion(output, y_train)\n",
        "    loss.backward()\n",
        "    optimizer.step()\n",
        "\n",
        "# Generate high-resolution grid for visualization\n",
        "grid_size = 100\n",
        "grid_x, grid_y = np.meshgrid(np.linspace(-5, 5, grid_size), np.linspace(-5, 5, grid_size))\n",
        "grid_points = torch.tensor(np.column_stack((grid_x.ravel(), grid_y.ravel())), dtype=torch.float32)\n",
        "\n",
        "# Compute true function values\n",
        "true_values = complex_function(grid_x, grid_y)\n",
        "\n",
        "# Compute model predictions\n",
        "model.eval()\n",
        "with torch.no_grad():\n",
        "    predicted_values = model(grid_points).numpy().reshape(grid_x.shape)\n",
        "\n",
        "# Plot side-by-side comparison\n",
        "fig, axes = plt.subplots(1, 2, figsize=(12, 5))\n",
        "\n",
        "# Original function contour plot\n",
        "contour1 = axes[0].contourf(grid_x, grid_y, true_values, levels=20, cmap='viridis')\n",
        "fig.colorbar(contour1, ax=axes[0])\n",
        "axes[0].set_title(\"Original Function\")\n",
        "\n",
        "# Neural network learned function contour plot\n",
        "contour2 = axes[1].contourf(grid_x, grid_y, predicted_values, levels=20, cmap='viridis')\n",
        "fig.colorbar(contour2, ax=axes[1])\n",
        "axes[1].set_title(\"Neural Network Approximation\")\n",
        "\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 468
        },
        "id": "R-PN0dxwPMHF",
        "outputId": "350176af-bc8f-4e2e-93aa-477256ba1878"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x500 with 4 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import numpy as np\n",
        "import torch\n",
        "import torch.nn as nn\n",
        "import torch.optim as optim\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "# Set random seed for reproducibility\n",
        "torch.manual_seed(42)\n",
        "np.random.seed(42)\n",
        "\n",
        "# Define the complex function\n",
        "def complex_function(x, y):\n",
        "    return np.sin(x) * np.cos(y) + 0.1 * x * y\n",
        "\n",
        "# Generate dataset\n",
        "N = 100  # Number of samples\n",
        "x = np.random.uniform(-5, 5, N)\n",
        "y = np.random.uniform(-5, 5, N)\n",
        "z = complex_function(x, y)\n",
        "\n",
        "#adding noise\n",
        "z = z + np.random.normal(0, 0.3, N)\n",
        "\n",
        "X_train = torch.tensor(np.column_stack((x, y)), dtype=torch.float32)\n",
        "y_train = torch.tensor(z, dtype=torch.float32).unsqueeze(1)\n",
        "\n",
        "# Define a neural network model\n",
        "class NeuralNetwork(nn.Module):\n",
        "    def __init__(self):\n",
        "        super(NeuralNetwork, self).__init__()\n",
        "        self.fc1 = nn.Linear(2, 64)\n",
        "        self.fc2 = nn.Linear(64, 64)\n",
        "        self.fc3 = nn.Linear(64, 1)\n",
        "\n",
        "    def forward(self, x):\n",
        "        x = torch.relu(self.fc1(x))\n",
        "        x = torch.relu(self.fc2(x))\n",
        "        x = self.fc3(x)\n",
        "        return x\n",
        "\n",
        "# Initialize model, loss function, and optimizer\n",
        "model = NeuralNetwork()\n",
        "optimizer = optim.Adam(model.parameters(), lr=0.001)\n",
        "criterion = nn.MSELoss()\n",
        "\n",
        "# Train the model\n",
        "n_epochs = 5000\n",
        "for epoch in range(n_epochs):\n",
        "    model.train()\n",
        "    optimizer.zero_grad()\n",
        "    output = model(X_train)\n",
        "    loss = criterion(output, y_train)\n",
        "    loss.backward()\n",
        "    optimizer.step()\n",
        "\n",
        "# Generate high-resolution grid for visualization\n",
        "grid_size = 100\n",
        "grid_x, grid_y = np.meshgrid(np.linspace(-5, 5, grid_size), np.linspace(-5, 5, grid_size))\n",
        "grid_points = torch.tensor(np.column_stack((grid_x.ravel(), grid_y.ravel())), dtype=torch.float32)\n",
        "\n",
        "# Compute true function values\n",
        "true_values = complex_function(grid_x, grid_y)\n",
        "\n",
        "# Compute model predictions\n",
        "model.eval()\n",
        "with torch.no_grad():\n",
        "    predicted_values = model(grid_points).numpy().reshape(grid_x.shape)\n",
        "\n",
        "# Plot side-by-side comparison\n",
        "fig, axes = plt.subplots(1, 2, figsize=(12, 5))\n",
        "\n",
        "# Original function contour plot\n",
        "contour1 = axes[0].contourf(grid_x, grid_y, true_values, levels=20, cmap='viridis')\n",
        "fig.colorbar(contour1, ax=axes[0])\n",
        "axes[0].set_title(\"Original Function\")\n",
        "\n",
        "# Neural network learned function contour plot\n",
        "contour2 = axes[1].contourf(grid_x, grid_y, predicted_values, levels=20, cmap='viridis')\n",
        "fig.colorbar(contour2, ax=axes[1])\n",
        "axes[1].set_title(\"Neural Network Approximation\")\n",
        "\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 468
        },
        "id": "6sLIVE88Q7MT",
        "outputId": "e34980a3-6208-4412-fc51-0c1c858655dd"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x500 with 4 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import numpy as np\n",
        "import torch\n",
        "import torch.nn as nn\n",
        "import torch.optim as optim\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "# Set random seed for reproducibility\n",
        "torch.manual_seed(42)\n",
        "np.random.seed(42)\n",
        "\n",
        "# Define the complex function\n",
        "def complex_function(x, y):\n",
        "    return np.sin(x) * np.cos(y) + 0.1 * x * y\n",
        "\n",
        "# Generate dataset\n",
        "N = 100  # Number of samples\n",
        "x = np.random.uniform(-5, 5, N)\n",
        "y = np.random.uniform(-5, 5, N)\n",
        "z = complex_function(x, y)\n",
        "\n",
        "# Adding noise\n",
        "z = z + np.random.normal(0, 0.3, N)\n",
        "\n",
        "X_train = torch.tensor(np.column_stack((x, y)), dtype=torch.float32)\n",
        "y_train = torch.tensor(z, dtype=torch.float32).unsqueeze(1)\n",
        "\n",
        "# Define a neural network model with dropout\n",
        "class NeuralNetwork(nn.Module):\n",
        "    def __init__(self, dropout_rate):\n",
        "        super(NeuralNetwork, self).__init__()\n",
        "        self.fc1 = nn.Linear(2, 64)\n",
        "        self.dropout1 = nn.Dropout(dropout_rate)\n",
        "        self.fc2 = nn.Linear(64, 64)\n",
        "        self.dropout2 = nn.Dropout(dropout_rate)\n",
        "        self.fc3 = nn.Linear(64, 1)\n",
        "\n",
        "    def forward(self, x):\n",
        "        x = torch.relu(self.fc1(x))\n",
        "        x = self.dropout1(x)\n",
        "        x = torch.relu(self.fc2(x))\n",
        "        x = self.dropout2(x)\n",
        "        x = self.fc3(x)\n",
        "        return x\n",
        "\n",
        "# Train multiple models with different dropout rates\n",
        "dropout_rates = [0.0, 0.2, 0.4, 0.6]\n",
        "n_epochs = 5000\n",
        "models = {}\n",
        "\n",
        "for rate in dropout_rates:\n",
        "    print(f\"Training model with dropout rate: {rate}\")\n",
        "    model = NeuralNetwork(rate)\n",
        "    optimizer = optim.Adam(model.parameters(), lr=0.001)\n",
        "    criterion = nn.MSELoss()\n",
        "\n",
        "    for epoch in range(n_epochs):\n",
        "        model.train()\n",
        "        optimizer.zero_grad()\n",
        "        output = model(X_train)\n",
        "        loss = criterion(output, y_train)\n",
        "        loss.backward()\n",
        "        optimizer.step()\n",
        "\n",
        "    models[rate] = model\n",
        "\n",
        "# Generate high-resolution grid for visualization\n",
        "grid_size = 100\n",
        "grid_x, grid_y = np.meshgrid(np.linspace(-5, 5, grid_size), np.linspace(-5, 5, grid_size))\n",
        "grid_points = torch.tensor(np.column_stack((grid_x.ravel(), grid_y.ravel())), dtype=torch.float32)\n",
        "\n",
        "# Compute true function values\n",
        "true_values = complex_function(grid_x, grid_y)\n",
        "\n",
        "# Plot the true function\n",
        "plt.figure(figsize=(12, 8))\n",
        "plt.subplot(2, 3, 1)\n",
        "contour1 = plt.contourf(grid_x, grid_y, true_values, levels=20, cmap='viridis')\n",
        "plt.colorbar()\n",
        "plt.title('True Function')\n",
        "\n",
        "# Visualizing model predictions for each dropout rate\n",
        "for i, rate in enumerate(dropout_rates):\n",
        "    models[rate].eval()\n",
        "    with torch.no_grad():\n",
        "        predictions = models[rate](grid_points).numpy().reshape(grid_x.shape)\n",
        "\n",
        "    plt.subplot(2, 3, i+2)\n",
        "    contour2 = plt.contourf(grid_x, grid_y, predictions, levels=20, cmap='viridis')\n",
        "    plt.colorbar()\n",
        "    plt.title(f'Dropout Rate: {rate}')\n",
        "\n",
        "plt.tight_layout()\n",
        "plt.show()\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 878
        },
        "id": "0hxhdis9TD7r",
        "outputId": "13900214-1c66-43b5-a4db-38d9ea246b88"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Training model with dropout rate: 0.0\n",
            "Training model with dropout rate: 0.2\n",
            "Training model with dropout rate: 0.4\n",
            "Training model with dropout rate: 0.6\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x800 with 10 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# A ton of high quality data"
      ],
      "metadata": {
        "id": "06Ljybte6kcn"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import numpy as np\n",
        "import torch\n",
        "import torch.nn as nn\n",
        "import torch.optim as optim\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "# Set random seed for reproducibility\n",
        "torch.manual_seed(42)\n",
        "np.random.seed(42)\n",
        "\n",
        "# Define a complex function\n",
        "def complex_function(x, y):\n",
        "    return np.sin(x) * np.cos(y) + 0.1 * x * y\n",
        "\n",
        "# Generate dataset\n",
        "N = 1000  # Number of samples\n",
        "x = np.random.uniform(-5, 5, N)\n",
        "y = np.random.uniform(-5, 5, N)\n",
        "z = complex_function(x, y) + np.random.normal(0, 0.1, N)  # Adding some noise\n",
        "\n",
        "X_train = torch.tensor(np.column_stack((x, y)), dtype=torch.float32)\n",
        "y_train = torch.tensor(z, dtype=torch.float32).unsqueeze(1)\n",
        "\n",
        "# Define a neural network model with dropout\n",
        "class NeuralNetwork(nn.Module):\n",
        "    def __init__(self, dropout_rate):\n",
        "        super(NeuralNetwork, self).__init__()\n",
        "        self.fc1 = nn.Linear(2, 64)\n",
        "        self.dropout1 = nn.Dropout(dropout_rate)\n",
        "        self.fc2 = nn.Linear(64, 64)\n",
        "        self.dropout2 = nn.Dropout(dropout_rate)\n",
        "        self.fc3 = nn.Linear(64, 1)\n",
        "\n",
        "    def forward(self, x):\n",
        "        x = torch.relu(self.fc1(x))\n",
        "        x = self.dropout1(x)\n",
        "        x = torch.relu(self.fc2(x))\n",
        "        x = self.dropout2(x)\n",
        "        x = self.fc3(x)\n",
        "        return x\n",
        "\n",
        "# Train multiple models with different dropout rates\n",
        "dropout_rates = [0.0, 0.2, 0.4, 0.6]\n",
        "n_epochs = 10000\n",
        "models = {}\n",
        "\n",
        "for rate in dropout_rates:\n",
        "    print(f\"Training model with dropout rate: {rate}\")\n",
        "    model = NeuralNetwork(rate)\n",
        "    optimizer = optim.Adam(model.parameters(), lr=0.001)\n",
        "    criterion = nn.MSELoss()\n",
        "\n",
        "    for epoch in range(n_epochs):\n",
        "        model.train()\n",
        "        optimizer.zero_grad()\n",
        "        output = model(X_train)\n",
        "        loss = criterion(output, y_train)\n",
        "        loss.backward()\n",
        "        optimizer.step()\n",
        "\n",
        "    models[rate] = model\n",
        "\n",
        "# Generate high-resolution grid for visualization\n",
        "grid_size = 50\n",
        "grid_x, grid_y = np.meshgrid(np.linspace(-5, 5, grid_size), np.linspace(-5, 5, grid_size))\n",
        "grid_points = torch.tensor(np.column_stack((grid_x.ravel(), grid_y.ravel())), dtype=torch.float32)\n",
        "true_values = complex_function(grid_x, grid_y)\n",
        "\n",
        "# Plot the true function\n",
        "plt.figure(figsize=(15, 10))\n",
        "plt.subplot(2, 3, 1)\n",
        "plt.contourf(grid_x, grid_y, true_values, levels=20, cmap='viridis')\n",
        "plt.colorbar()\n",
        "plt.title('True Function')\n",
        "\n",
        "# Visualizing model predictions\n",
        "for i, rate in enumerate(dropout_rates):\n",
        "    models[rate].eval()\n",
        "    with torch.no_grad():\n",
        "        predictions = models[rate](grid_points).numpy().reshape(grid_x.shape)\n",
        "\n",
        "    plt.subplot(2, 3, i+2)\n",
        "    plt.contourf(grid_x, grid_y, predictions, levels=20, cmap='viridis')\n",
        "    plt.colorbar()\n",
        "    plt.title(f'Dropout Rate: {rate}')\n",
        "\n",
        "plt.tight_layout()\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "LJp1hAAC6jj5",
        "outputId": "930b2e95-9277-489c-e8e3-9194e3a4e6b2"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Training model with dropout rate: 0.0\n",
            "Training model with dropout rate: 0.2\n",
            "Training model with dropout rate: 0.4\n",
            "Training model with dropout rate: 0.6\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1500x1000 with 10 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Small amount of data\n",
        "because the dataset is very indicative of the actual problem"
      ],
      "metadata": {
        "id": "Ygv1eQ3Pw4la"
      }
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "xbEm0EaIt-6E",
        "outputId": "54be884a-e7db-4030-c833-612bea17f548"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Training model with dropout rate: 0.0\n",
            "Training model with dropout rate: 0.2\n",
            "Training model with dropout rate: 0.4\n",
            "Training model with dropout rate: 0.6\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1500x1000 with 10 Axes>"
            ],
            "image/png": "iVBORw0KGgoAAAANSUhEUgAABccAAAPdCAYAAABP99DkAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjAsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvlHJYcgAAAAlwSFlzAAAPYQAAD2EBqD+naQABAABJREFUeJzs3Xl4lNXdPvA7yWSdSQgYIKAICAq4W6wUV6woqNVSLWpri1CKrYXaFuuCG7i0aEuttlqpvuLuq7VW27e1KEVxRVGUX7UVrFQkIgGRBjKTkGSS+f1BZ5iZzPIs5zzPOee5P9c1l2aY5UwyyZPc8537lCQSiQSIiIiIiIiIiIiIiAKk1O8FEBERERERERERERF5jeE4EREREREREREREQUOw3EiIiIiIiIiIiIiChyG40REREREREREREQUOAzHiYiIiIiIiIiIiChwGI4TERERERERERERUeAwHCciIiIiIiIiIiKiwGE4TkRERERERERERESBw3CciIiIiIiIiIiIiAKH4TiRgRYsWICSkhK/l0FERERERERERKQshuPkm5KSEkunFStW+LrOCRMm5F3b2rVrfVtXW1sbFixY4Pvnh4iI1HXfffdlHLeqqqowePBgTJo0Cb/61a/Q2trq9xKF+81vfoP77rvP8uWzj+11dXU44YQT8Je//MXxGh555BHceuutjq/vxKuvvopjjz0WNTU1aGxsxMUXX4xoNGr5+vfccw/GjBmDqqoq7L///vj1r38tcbVERJSOx+vign68bmpqwnXXXYejjjoKffv2RUNDAyZMmIC//e1vHqyayGwliUQi4fciKJgeeuihjI8feOABLFu2DA8++GDG+SeffDIGDhzo5dIyTJgwAevXr8fChQt7/duZZ56Juro6H1YFbNu2Df3798f8+fOxYMGCjH+Lx+OIx+OoqqryZW1ERKSG++67DzNmzMD111+P4cOHo6urC83NzVixYgWWLVuGfffdF3/6059w6KGH+r1UYQ4++GA0NDRYfvG4pKQEJ598MqZNm4ZEIoGPPvoId955JzZv3oy//vWvmDRpku01fOlLX8K7776LDRs22L6uE2vWrMH48eMxZswYXHjhhfj444+xaNEinHjiifjrX/9a9Pq//e1v8d3vfhdnn302Jk2ahJdeegkPPvggbrrpJlx++eUePAIiomDj8bq4oB+vb7/9dlx22WWYMmUKjjnmGMTjcTzwwAN46623sGTJEsyYMcOTx0BkopDfC6Dg+sY3vpHx8WuvvYZly5b1Oj9bW1sbampqZC6tlz59+hRdl0pCoRBCIX57ExHRbqeeeiqOPPLI1Mfz5s3Dc889hy996Us488wz8d5776G6ujrv9WOxGMLhsBdL9cUBBxyQcZw/++yzceCBB+K2225z9Me216688kr07dsXK1asSL1oP2zYMMyaNQvPPvssTjnllLzXbW9vx1VXXYXTTz8dv//97wEAs2bNQk9PD2644QZceOGF6Nu3ryePg4go6Hi8LizIx+sTTzwRGzduRENDQ+q87373uzj88MNx7bXXMhwncoG1KqS0CRMm4OCDD8bq1atx/PHHo6amBldeeSWA3a8cZ09MA7sPLtOnT884r6WlBT/84Q8xZMgQVFZWYuTIkbj55pvR09Pjeo3Jt8Blv9q8YsWKXrUwycfzz3/+EyeeeCJqamqw995742c/+1mv2921axcWLFiAAw44AFVVVRg0aBDOOussrF+/Hhs2bED//v0BANddd13qrWXJz0euzvF4PI4bbrgBI0aMQGVlJYYNG4Yrr7wSHR0dGZcbNmwYvvSlL+Hll1/GUUcdhaqqKuy333544IEHXH+uiIhIHV/84hdxzTXX4KOPPsp4N9f06dMRiUSwfv16nHbaaaitrcX5558PYPcf3ZdccknqeDpq1CgsWrQI2W9ELCkpwZw5c/Dwww9j1KhRqKqqwtixY/Hiiy/2Wsfbb7+NU089FXV1dYhEIjjppJPw2muvZVwm314a2cfgYcOG4R//+AdeeOGF1LFxwoQJtj83Y8aMQUNDA9avX59x/h//+EecfvrpGDx4MCorKzFixAjccMMN6O7uTl1mwoQJ+Mtf/oKPPvootYZhw4al/r2jowPz58/HyJEjUVlZiSFDhuCyyy7rdTzetm0b1q5di7a2toJr3blzZ2q4IP3dbNOmTUMkEsHvfve7gtd//vnn8dlnn+F73/texvmzZ89GLBZz9XZ1IiJyj8fr/IJ0vD7ooIMygnEAqKysxGmnnYaPP/7YyOodIq9wtJSU99lnn+HUU0/Feeedh2984xu2K1ba2tpwwgknYNOmTfjOd76DfffdF6+++irmzZuHzZs3W+oY6+7uxrZt2zLOq6qqQiQSsbUWAPjPf/6DyZMn46yzzsI555yD3//+97j88stxyCGH4NRTT03d35e+9CUsX74c5513Hn7wgx+gtbUVy5Ytw7vvvouJEyfizjvvxEUXXYSvfOUrOOusswCg4Nvsvv3tb+P+++/HV7/6VVxyySV4/fXXsXDhQrz33nt48sknMy77wQcf4Ktf/SpmzpyJCy64AEuWLMH06dMxduxYHHTQQbYfMxERqemb3/wmrrzySjz77LOYNWtW6vx4PI5Jkybh2GOPxaJFi1BTU4NEIoEzzzwTzz//PGbOnInDDz8czzzzDC699FJs2rQJv/zlLzNu+4UXXsBjjz2Giy++GJWVlfjNb36DyZMnY9WqVTj44IMBAP/4xz9w3HHHoa6uDpdddhnKy8vx29/+FhMmTMALL7yAcePG2Xo8t956K77//e8jEongqquuAgBH1Ww7duzAf/7zH4wYMSLj/Pvuuw+RSARz585FJBLBc889h2uvvRY7d+7Ez3/+cwDAVVddhR07duDjjz9OfU6Svy/09PTgzDPPxMsvv4wLL7wQY8aMwTvvvINf/vKXeP/99/HUU0+l7uv222/Hddddh+eff75gYPDOO+8gHo9nTBoCQEVFBQ4//HC8/fbbBR9r8t+zrz927FiUlpbi7bff1urdc0REJuLxOrcgHa/zaW5uRk1NjefvricySoJIEbNnz05kPyVPOOGEBIDE4sWLe10eQGL+/Pm9zh86dGjiggsuSH18ww03JMLhcOL999/PuNwVV1yRKCsrS2zcuLHgupJryD4l7+Pee+9NAEh8+OGHGdd7/vnnEwASzz//fK/beuCBB1LndXR0JBobGxNnn3126rwlS5YkACRuueWWXuvp6elJJBKJxKeffpr3czB//vyMz+WaNWsSABLf/va3My734x//OAEg8dxzz6XOGzp0aAJA4sUXX0ydt3Xr1kRlZWXikksuyf+JIiIi5SSPUW+88Ubey/Tp0ydxxBFHpD6+4IILEgASV1xxRcblnnrqqQSAxI033phx/le/+tVESUlJ4oMPPkidlzxWvvnmm6nzPvroo0RVVVXiK1/5Suq8KVOmJCoqKhLr169PnffJJ58kamtrE8cff3zqvOzjWvbjSz8GH3TQQYkTTjgh7+PNBiAxc+bMxKeffprYunVr4s0330xMnjw5ASDx85//POOybW1tva7/ne98J1FTU5PYtWtX6rzTTz89MXTo0F6XffDBBxOlpaWJl156KeP8xYsXJwAkXnnlldR5ycec/ntELo8//niv43bS1KlTE42NjQWvP3v27ERZWVnOf+vfv3/ivPPOK3h9IiJyj8fr4oJ+vM7lX//6V6KqqirxzW9+0/Z1iWgP1qqQ8iorK131Zz3++OM47rjj0LdvX2zbti11mjhxIrq7u3O+ZSzbsGHDsGzZsozTZZdd5mg9kUgkYwKroqICRx11FP7973+nznviiSfQ0NCA73//+72un+ttasU8/fTTAIC5c+dmnH/JJZcAQK+3TB944IE47rjjUh/3798fo0aNylgjERGZIRKJ5Hwr7kUXXZTx8dNPP42ysjJcfPHFGedfcsklSCQSvTaSGj9+PMaOHZv6eN9998WXv/xlPPPMM+ju7kZ3dzeeffZZTJkyBfvtt1/qcoMGDcLXv/51vPzyy9i5c6eIh1jUPffcg/79+2PAgAE48sgjsXz5clx22WW9jpvpPa+tra3Ytm0bjjvuOLS1tWHt2rVF7+fxxx/HmDFjMHr06IzfSb74xS8C2F1xkrRgwQIkEomibzNvb28HsPv3pWxVVVWpfy90/YqKipz/ZuX6RETkDR6vg328ztbW1oapU6eiuroaN910k63rElEm1qqQ8vbee++8f7RZ8a9//Qt///vfUx3d2bZu3Vr0NsLhMCZOnOh4Den22WefXgF337598fe//z318fr16zFq1Chhm2p+9NFHKC0txciRIzPOb2xsRH19PT766KOM8/fdd99et9G3b1/85z//EbIeIiJSRzQaxYABAzLOC4VC2GeffTLO++ijjzB48GDU1tZmnD9mzJjUv6fbf//9e93XAQccgLa2Nnz66acAdv9hN2rUqF6XGzNmDHp6etDU1ORJndeXv/xlzJkzB52dnXjjjTfw05/+FG1tbSgtzZwj+cc//oGrr74azz33XK8gYMeOHUXv51//+hfee+89V7+TZEsGANkdqMDu/UsKbdyWvH5nZ2fOf7NyfSIi8gaP18E+Xqfr7u7Geeedh3/+85/461//isGDB9teDxHtwXCclGf3j7L0TTaA3X1hJ598ct5J7wMOOMDx2oD8k9zZ60gqKyvLeX4ia3MUGaxOnfu5RiIi8s7HH3+MHTt29HrxtLKystcfmn6ye6y1a5999km9CH7aaaehoaEBc+bMwYknnpja16OlpQUnnHAC6urqcP3112PEiBGoqqrCW2+9hcsvv9zSJt89PT045JBDcMstt+T89yFDhthe+6BBgwAAmzdv7vVvmzdvLvoH86BBg9Dd3Y2tW7dmhC6dnZ347LPP+Ac3EZECeLzeLcjH63SzZs3Cn//8Zzz88MOpaXYico7hOGmrb9++aGlpyTivs7Oz18FmxIgRiEajwia/c60DQK+1ZL8ib8eIESPw+uuvo6urC+Xl5TkvY6deZejQoejp6cG//vWv1MQAAGzZsgUtLS0YOnSo47USEZG+HnzwQQDApEmTil526NCh+Nvf/obW1taMabTk25OzjyX/+te/et3G+++/j5qamtQkVk1NDdatW9frcmvXrkVpaWnqj8/0Y219fX3qcrmOtU7qx7J95zvfwS9/+UtcffXV+MpXvoKSkhKsWLECn332Gf7whz/g+OOPT132ww8/tLyGESNG4P/9v/+Hk046Scg6AeDggw9GKBTCm2++iXPOOSd1fmdnJ9asWZNxXi6HH344AODNN9/Eaaedljr/zTffRE9PT+rfiYjIPzxe5xak43XSpZdeinvvvRe33norvva1rwlZG1HQqfMSI5FNI0aM6NUXftddd/V6Vfqcc87BypUr8cwzz/S6jZaWFsTjcdfrAJCxlu7ubtx1112Ob/Pss8/Gtm3bcPvtt/f6t+T0dnI36uxQPpfkH7u33nprxvnJV8JPP/10x2slIiI9Pffcc7jhhhswfPhwnH/++UUvf9ppp6G7u7vXsemXv/wlSkpKcOqpp2acv3LlSrz11lupj5uamvDHP/4Rp5xyCsrKylBWVoZTTjkFf/zjH7Fhw4bU5bZs2YJHHnkExx57LOrq6gDkPtbGYjHcf//9vdYZDoctHRsLCYVCuOSSS/Dee+/hj3/8I4A976pKfxdVZ2cnfvOb3+RcQ663bZ9zzjnYtGkT7r777l7/1t7ejlgslvp427ZtWLt2Ldra2gqutU+fPpg4cSIeeuihjC7aBx98ENFoFFOnTk2dl+xa3bZtW+q8L37xi+jXrx/uvPPOjNu98847UVNTw98RiIh8xuN1fkE6XgPAz3/+cyxatAhXXnklfvCDHxS8PyKyjpPjpK1vf/vb+O53v4uzzz4bJ598Mv7f//t/eOaZZ9DQ0JBxuUsvvRR/+tOf8KUvfQnTp0/H2LFjEYvF8M477+D3v/89NmzY0Os6dhx00EH4whe+gHnz5mH79u3o168fHn30UVeh+7Rp0/DAAw9g7ty5WLVqFY477jjEYjH87W9/w/e+9z18+ctfRnV1NQ488EA89thjOOCAA9CvXz8cfPDBOPjgg3vd3mGHHYYLLrgAd911V+ptZqtWrcL999+PKVOm4MQTT3S8ViIiUt9f//pXrF27FvF4HFu2bMFzzz2HZcuWYejQofjTn/6Eqqqqordxxhln4MQTT8RVV12FDRs24LDDDsOzzz6LP/7xj/jhD3+Y+oM46eCDD8akSZNw8cUXo7KyMvVH6XXXXZe6zI033ohly5bh2GOPxfe+9z2EQiH89re/RUdHB372s5+lLnfKKadg3333xcyZM3HppZeirKwMS5YsQf/+/bFx48aM+x07dizuvPNO3HjjjRg5ciQGDBjg6C3H06dPx7XXXoubb74ZU6ZMwdFHH42+ffviggsuwMUXX4ySkhI8+OCDOSvHxo4di8ceewxz587F5z//eUQiEZxxxhn45je/id/97nf47ne/i+effx7HHHMMuru7sXbtWvzud7/DM888gyOPPBIAcPvtt+O6667D888/X3STr5/85Cc4+uijccIJJ+DCCy/Exx9/jF/84hc45ZRTMHny5NTlVq1ahRNPPBHz58/HggULAOyur7vhhhswe/ZsTJ06FZMmTcJLL72Ehx56CD/5yU/Qr18/2587IiJyhsdrHq+B3MfrJ598Epdddhn2339/jBkzBg899FDGbZ988skYOHCg7c8fEQFIECli9uzZieyn5AknnJA46KCDcl6+u7s7cfnllycaGhoSNTU1iUmTJiU++OCDxNChQxMXXHBBxmVbW1sT8+bNS4wcOTJRUVGRaGhoSBx99NGJRYsWJTo7Owuuq9AaktavX5+YOHFiorKyMjFw4MDElVdemVi2bFkCQOL5558velsXXHBBYujQoRnntbW1Ja666qrE8OHDE+Xl5YnGxsbEV7/61cT69etTl3n11VcTY8eOTVRUVCQAJObPn59IJBKJ+fPn9/pcdnV1Ja677rrU7Q0ZMiQxb968xK5duzIuN3To0MTpp5+e8/NwwgknFPw8EBGRWu69994EgNSpoqIi0djYmDj55JMTt912W2Lnzp29rnPBBRckwuFwzttrbW1N/OhHP0oMHjw4UV5enth///0TP//5zxM9PT0ZlwOQmD17duKhhx5K7L///onKysrEEUcckXFMTHrrrbcSkyZNSkQikURNTU3ixBNPTLz66qu9Lrd69erEuHHjEhUVFYl99903ccstt6Qe34cffpi6XHNzc+L0009P1NbWJgAUPXYl15rLggULMo7lr7zySuILX/hCorq6OjF48ODEZZddlnjmmWd6He+j0Wji61//eqK+vj4BIOMY39nZmbj55psTBx10UKKysjLRt2/fxNixYxPXXXddYseOHanLJY/luT5nubz00kuJo48+OlFVVZXo379/Yvbs2b2+vs8//3zG7wvp7rrrrsSoUaMSFRUViREjRiR++ctf9vq6EhGRHDxe83idLtfxOnk/+U5W75+IeitJJLjDHhERERGJU1JSgtmzZ+esByMiIiI18HhNRMTOcSIiIiIiIiIiIiIKIIbjRERERERERERERBQ4DMeJiIiIiIiIiIiIKHAYjhMRERGRUIlEgv2lROTInXfeiUMPPRR1dXWoq6vD+PHj8de//jXv5e+++24cd9xx6Nu3L/r27YuJEydi1apVHq6YSF88XhMRMRwnIiIiIiIiReyzzz646aabsHr1arz55pv44he/iC9/+cv4xz/+kfPyK1aswNe+9jU8//zzWLlyJYYMGYJTTjkFmzZt8njlREREpKOSRCKR8HsR+fT09OCTTz5BbW0tSkpK/F4OEZHxEokEWltbMXjwYJSWin39dNeuXejs7BR6mxUVFaiqqhJ6m2Qfj9dERN7S7XgN7F5z9jGisrISlZWVRa/br18//PznP8fMmTOLXra7uxt9+/bF7bffjmnTpjler4l4vCYi8paOx+sg/o0d8nsBhXzyyScYMmSI38sgIgqcpqYm7LPPPsJub9euXRg2NIwtW3uE3SYANDY24sMPPwzcwVs1PF4TEflDxvF66NAwtgo+XgNAJBJBNBrNOG/+/PlYsGBB3ut0d3fj8ccfRywWw/jx4y3dT1tbG7q6utCvXz83yzUSj9dERP7Q5e9rIJh/YysdjtfW1gIATjhgDkJluScKuuuqPVlLZ125J/fjRGefMr+XgM6InIaerrCA24g4v2532PkbK+Jhhz+kInFHV6sKdzi7vzR9ana5vo1sA8PR4hfywN5VO/xeQkFDqj+Tfx/lxe+jPdqNi457N/XzV5TOzk5s2dqDd99oRG2tmJ8Xra09OPjzzejs7AzUgVtFyefL8dVnI1RSjtK9+tq6fk99Xd5/i9fnnyjs6FP82NzZx/7zrbPW+TRdp9hvHU/FXRwvRYvXdru6fkmkS9BKigvXuj/+OrWXR8fYfcLeHUOH1Yg7Hg6v3Gr7OiPLPxV2/27sV174Odwa7cGhR26RcrzeurUHf3+jEbUufhZma21N4NDPN6OpqQl1dXt+5uebGn/nnXcwfvx47Nq1C5FIBE8++SQOPPBAS/d1+eWXY/DgwZg4caKQtZsk+XyZMHAGQqUVRS+fqLN+YOius/67WJfNv607a+3HFl0R58/frrD969r5uzVeY/vmldZd6+zv3u4a+8f6UI2zv5XdqhHwt7aX+la3Cb29ATUxx9fdu7rF8XX3qdzu6Hr7Wvi7N+f1Qvbvb0iRH0+t0R4cfGSzFn9fA8H9G1vpcDz5Vq9QWWXecDwU60F3H/lHl1Ab0Gnhj3AvJUNxP7+IHf/9JhQdzycDbbe32xVxdxuJKufheGm1w3C82tkBv7OnCtURdwftKKpQH253dRvZPsPu793GcKvQ27VrK/pjHxcHZpmGVm+D7O/koRXbYOe7QdZbbWtrS1En8OBNakgdr0vKUdG/0fb1e/Ic43ffaP5fyrrLix+XuyvsP9/KKp0//ws9FFV1/fd3dVW+M+N13SiFu9+5Smq8Gxwo8zHkaElUoiEiPyBvxgDsG2mRfj8A8AkGAQCG12xzfVvVlfaPrZv+e/8HVGxxff9ubPnv708ji4Tk8o7XJUL/2AZ2/16c3GSzmFGjRmHNmjXYsWMHfv/73+OCCy7ACy+8UDQgv+mmm/Doo49ixYoVgfqj3qrU8bq0wlo4buOgVlLgeN3rdkP2fsb3lNv/Xu6pcP690WPz94CusL2/OROGPDXj/w3Fnf6kSFTbD8d7EkAo7H1AvitRhXBY/CCZLDv/ewzpVyMmJN+OSgyscfb7RmWN89/pqhwcxwGgpsLZ74GRkP1n838ADLWwTP59rTYjPoNlO8S+KqYDv6fFO2pLU8G4aG4mvUXeTjziUx1/1HlI2h51n8q0xKrREhP/jozmWC2aY/6OVH7cXo+P2+t9XUO23cG45PuokH8fRLKE/qPPHyK66ardE4yrIl7nbmIcAEpqvZsaV8G2qDcj/xuj9Z7cT9KHbQ34sK3B1W2s7xjo+Lrvdw7E+53Or0/uVFRUYOTIkRg7diwWLlyIww47DLfddlvB6yxatAg33XQTnn32WRx66KEerZTInriAd0b7LV7bkwrGgyQW0+9Vje1t/r9NoanN3jtKifxgRDgOeBOQV+xQ448tv4LxZCAuMxQPfDAugIiAHJAfkvsZlKsWkMvEYJy8ZLdOxa3KFjWOy0m6VKqoGIqTO6YG5ABcB+Ru+R2Sf9Cl1jtX/dLT04OOjvzvkPzZz36GG264AUuXLsWRRx7p4cpIRW7q0dzUsRSjezAuOhQvi/lfD2tXLFalXUguKiDf0uZ9/15Tx16e3ycFkzHhOBCMgNyPYFxmIA6ID8VF3ZavXEyPA+ICcgBSAvIkP0NyFQJyL6bGiciezjp5fxT7IRmEp59UJWJqPMgYkMvlZ0getIB83rx5ePHFF7Fhwwa88847mDdvHlasWIHzzz8fADBt2jTMmzcvdfmbb74Z11xzDZYsWYJhw4ahubkZzc3NvTb/JHsSfRQ+YChExB5ZOlBpUjwe878dWLeQXIUJci9t6HT2e8OGOMP4oDIqHAfMrljxOhjXKRRP3p4IOk+Np2uPVio/RZ7kV0juZ0DOOhUiEk2nIDwbg3ExTA/IgxySBykg37p1K6ZNm4ZRo0bhpJNOwhtvvIFnnnkGJ598MgBg48aN2Lx5c+ryd955Jzo7O/HVr34VgwYNSp0WLVrk10MggTrr/A9CRdB1ajyoFSpWMSC3htUqpDozjjRZyna0Sd2ks2JHl+ebc3oZjMsMxAE5k91GTItni4aAiPvNRtqjla436kxKBuSiN+1MSgbkXm7e+XF7vbIbdbrBYJzIW35UqugUfpN3tkUjnmzSuTFa79kmnek+bGuwtVnn+o6BGFEpfnPNZEDu98adJrrnnnsK/vuKFSsyPt6wYYO8xZAl3X3kDdF4yW6lislT46oH4vFYyJeNOXNJBuQ6bNi5va3G1SadW9oijjfmNNlHcWubcpK6jJsc94qX9SqmBOMyKk9E36ZyU+Mu61WSRNasAOZNkns9QS57apzBOJmGm3LuputUeDEip8aDthlnPiZPkANq1KwkeTlJHqTpcSKn3PSNy6Lb1LjqwbiqdKlaCVrFCpEVxobjJteryKDLRpvZtyuScsG4YCJrVpJMCslV6CAXgcE46aanb53fS1CWqWF4OtapyMOA3FteheQMyEl3XXVmPIdNnBrXrUJFhe7xXHQIyd0E5E435nRareJ0U06nveMUTMaG44D8gNyL6XHZU+O6huKBCsYFTY8niQ7IAW9CclPInBpnME5BVNki7lisymacJofh6RiMy+dlQO5XSG7F+g7vOsL92rSTyERe9o3brVSxSvWp8WQgrlMonk7VgBxQPyTnBHlu3JQzmIwOxwFOkBfCUHw3pYPxJAkBuW4huRdT5DpPjzMYJx1xary3oITiJgXj0VZ1//AFvAvIAf+myFXj16adRERW6B6I60blkJwBOdFu6r7MJpDsDTplkTU1LjMUl0XWbWsRjCcJ2qAzXTIgF7VhZ5LMjTtlb9opc4NOWVPjDMaJ/CViM84ghOKA3GlxP/vGo61ViNSq243v1SadwJ6A3IvNOu1szilrY85C3u8cyA07SUuJPnoelLzqG7daqSJyapxBdn4qbc5ZiE4bdxIFjfGT40myJsi93JhTBN2CcVnT4oBmwXhSNCR8ihzQd5KcGIyTvryaGq9sUfuPyaBUqADm16hwgjyT6lUrXuEUOZH6ZFWquMUJb+tUrlfJptokuZPpcV16x730kfqvz1ABgQnHAb0qVmRMjcsIxnWrUEnSMhhPJyEgB/QLyXUKyGV2jRPphnUqwWN6MJ7EgLw3lUJyL7vHszEgJ1N195G375CKvNqIk4G4+VQKyU2tV+GmnGRVoMJxQE5ArsP0uOhgXOdQXPtgPElSQA7oFZLLCMh16R7n1DjRbiI35STxghKMJzEgz01WSP5hmz5/+DIgJwoON5UqDMad0Wl6PJ0qIbmpATmRFYELxwG9JshFEBmMMxRXjMSAHJAbkovkxWadqpEVjA8vZ+BOcqk6Nd5Z5+wt1W76xoNQpxK0YDwp2lqldEi+LRoxLiS3ys/pcYABOQVbV1255ct21tn7O8dp37iqlSrkjK4BObAnJPczKLcTkDutVtHBhrj6NS4kViDDcdWJqlTpqC0VFozrGooDBlSoFCOphzydjJBc9SlykdPjoitVODFORKqL13V7Goz7uRlnISoH5IB/U+SAvyH5+o6BrFghItu8qFTh1Lh7OgfkSX6H5DI57R0n9SxcuBCf//znUVtbiwEDBmDKlClYt25dwevcfffdOO6449C3b1/07dsXEydOxKpVqzIuM336dJSUlGScJk+eLPOhBDccFz09rlq1iuhpcdG8CsWND8bTSQ7IAT1CctMnyGUG4yPKP5V22ypwcvCeMGFCrwNzSUkJTj/9dI9WbRZVp8ZJrKBOi+fDgLywoE6Rc6NOUlWij9m/S3vBTaUKiWFCQA74E5KrWq+iw6acQfPCCy9g9uzZeO2117Bs2TJ0dXXhlFNOQSwWy3udFStW4Gtf+xqef/55rFy5EkOGDMEpp5yCTZs2ZVxu8uTJ2Lx5c+r0v//7v1IfixY/MUp2RIF+4qsdyna0obuPmt/4qhAdYMsOxIEATIoXkgzII3K3Sk4G5NWRDmG32RKrRn24XchtNcdq0RhuFXJbQWF6MA7sOXh//vOfRzwex5VXXolTTjkF//znPxEO5/4r5g9/+AM6OztTH3/22Wc47LDDMHXqVK+WbQw3wXi8r9rhohOmVqowGM8tGZBHanf5vJLctkUjaIhEfbv/ZEC+b6TF0fU/bGvA8BpnLx4nA/IRlVscXd9rI8vVGsghInE4NS5WPBZCKCz372KvJAPycFit3yO2tEUwsMa/3x+s2NDZgGEevfP6ozgwVIuUVYylS5dmfHzfffdhwIABWL16NY4//vic13n44YczPv6f//kfPPHEE1i+fDmmTZuWOr+yshKNjY3iF51HgL5sehBRqSJiapyhuOY0DcmTE+QiQnITA3JZU+NBCMYBZwfvfv36ZXz86KOPoqamhuG4ZipbetBRH9g3y3nGr2Bc1UqVXFQOyZMT5H6H5E4Dcrf8Csnf7xyIAyr0COaJTGOnb9xqpQqnxq3rDsv/vcGkgBxQNyQn8+zcuTPj48rKSlRWFh5a3rFjB4Def0MX0tbWhq6url7XWbFiBQYMGIC+ffvii1/8Im688UbstZe8dw9oE46XtESRqBefsJo2Pa5aMM5Q3GfpVSsSg3IZIbmoKXI3Pm6vxz7VLa5uQ1TfOIPx/JwcuAFnB+977rkH5513Xt5Jc8rN1DoVN5txes1qcB3aaf9FepOmxSO1uzypQWFInp/bKXK3dJskJ/JTdx+x+wc55XQzTpUEaWrci1A8XbJihSG5ddvbatCvRmwVsW42xPfCsNBnfi+jqKa42Kgn+t/bGjJkSMb58+fPx4IFC/Jer6enBz/84Q9xzDHH4OCDD7Z8f5dffjkGDx6MiRMnps6bPHkyzjrrLAwfPhzr16/HlVdeiVNPPRUrV65EWZmYPRqzaROOA+oH5BU7utDZx/oO3CoSFWZzk00FeTBN3h6tVCogN3F6XCQ/gvEN8RJE4mL+gIn+93bsHrgBZwfvVatW4d1338U999zjaL3kjNVKlcqWLnTU630MFslpYJ3rerkCc5MC8WxeBeQAQ/JC/JwiBxiSE5F9TqfGgxKMex2KZzNtihzQd5K8qa0vhtT8x+9lUAFNTU2oq9sz4FRs+Gz27Nl499138fLLL1u+j5tuugmPPvooVqxYgaqqPb97n3feean/P+SQQ3DooYdixIgRWLFiBU466SQbj8I6rcJxQF5AbgK3U+MiAm2G4hqQHJKLnCIXUbNiQkAuY2rchInxJLsHbsDZwfuee+7BIYccgqOOOsrROoPK1KlxN2T1jcsKrE0OwtP5GVBHW6uUDMgBf/vI7QTkbnrHC/EiJGe1CgVBV531F7A76+THFHYqVcgdv0PxdCZOkQP6huR2NXXshSGV6k9zm6Curi7jb+xC5syZgz//+c948cUXsc8++1i6zqJFi3DTTTfhb3/7Gw499NCCl91vv/3Q0NCADz74gOF4OhkBuQr1Km76xt0E4zpMizMUl0CzkFyFmhU/MBgvzs6BG3B28I7FYnj00Udx/fXXO11mILkNxk3ciFO0oATX+ejUN16M6gE54G8fud+CNkn+765yhLvE7dUQ6wrGZCyZyUrfOKfGe1MpFM9mckguKiC3Wq3CTTmDK5FI4Pvf/z6efPJJrFixAsOHD7d0vZ/97Gf4yU9+gmeeeQZHHnlk0ct//PHH+OyzzzBo0CC3S85L292pSlrEf/OV7Qhep5KoaXEZwXg8kkidSKJoaM9JgvZoZSoodyM5Re5Ec8z5mObH7fWOr6si04JxOxKJBObMmYMnn3wSzz33nOWDNwA8/vjj6OjowDe+8Q2JKySyLl7XHfhgXKTsUNqvkNqrOhentkUjqaA8qJIhuR9GlpvzYhCpKdFHo800/suEvnETqRyMp4vHQqmg3BSxWFVqkpy895FZr7cUNHv2bDz00EN45JFHUFtbi+bmZjQ3N6O9fc9g47Rp0zBv3rzUxzfffDOuueYaLFmyBMOGDUtdJxrdnfFGo1FceumleO2117BhwwYsX74cX/7ylzFy5EhMmjRJ2mPRNhwH5ATkblXs8P6XVqdT46rWqDAQ95HkkNwtvwJyp9xuxil6ajzIwTjg7OCddM8992DKlClSd8g2jelT435uxslQ3GzR1iotQnKvJDfoVImMgPz9Tv9Cd6KgUaVSxcSp8e5wtzbBeDpTQ3K3trf5265AarvzzjuxY8cOTJgwAYMGDUqdHnvssdRlNm7ciM2bN2dcp7OzE1/96lczrrNo0SIAQFlZGf7+97/jzDPPxAEHHICZM2di7NixeOmllyzVpzql/Xe/6IoVFepV7PArGJcVipMiJFWuiKhaCXLFCrlz5513AgAmTJiQcf69996L6dOnA9h98C4tzfy5um7dOrz88st49tlnvVimEVTsGa9s6UFHvdYzAQAYjKczqVIlF5U36wTUrFqR1Tuey/qOgYGpWCHKpbuP86EV0zitVDGNjqF4tvSA3ITKFZE1K6I53ZTTy97xDfG9MCzEjvN8EoniGd6KFSsyPt6wYUPBy1dXV+OZZ55xsSpntA/HAW7SaZdqwThDcYVJDMn9CMh12pyTU+PiOTl4A8CoUaMsXZfE8WNqvGJnAp118ifJZG3GGTSig/Hsvm+VJrfzrUWV0NyLkNzOxpxeYkBOZD4rfeNOmDg1bhpTgvKgbNZJ5Ib+I1QS+NE97mQzTjebcDolMhg3vT4lFDXo20tC3YrbmhU3FStBw2CcvOTX1HhHfbkv90veM31i3Kpk/YoqQb4qfeQftjV4en+iKlYOqGDITuQFVSpVTGPC1HghydoVnatXnHaRs1qFgsCY9E7F/nEVOQ23RW66aXoons6ogBwQHpKL2qzTDifd4zpvyslgnLzUU+8+GFe9a9xPrFSRG4yrEjI7wZDcX15s0snNOElnXXXmvoDtpFLFtKlx04PxbCaE5KJtaVP/uL+h07sXz4O0KacpjEruRAbkfkyP2+FkatxNMC6CqaF4PNKTOuViXEAOSAnJnTB1elxUpQqDcdINg3EqxIuJcZVCZidUWr+fIbnX0+NEJE5nnfW/MTprOQXut6AF4+l0niaXEZA70dTW1+8lEAEwLBwHOEEumohgXIdQPD3gtnvKvp1cQtHS1MkoAkNyLwNyJ9PjRERJnQ5/hLjpGw/61DirVOxRLSQXYWO03tblP2xr8DQk92J6nIj0Z8rUeHe4O9DBeDYdg3JVAnIiFRiW1O3GgLw3JyG3qGBcFVYDbhH3U0h6UG7npDRBITknyDk1TsHlxdR4ZYsZf5AGDYNx51QJyYMyRc6AnEhtovvGnVSqmICheGE6heRWA3LVesebOvby7L42xL27L/KP4ombv5xWq1TskPtHnN1KFT+CcT+nxb0IwK2sQTQtwnMfA3K7TJ4eZzBORKZgMC6GKpt3+hWSezlFLiMgZ984eSHRx/rvxt19zBlMKaRLcPhtwtQ4g3HrdJkm5wS5HOwd14siiZp4nB7fza9g3Et+huCFeL0WZQJzAVPkTgJy1abHh1aLmQAnCgK3U+Md9eZu9AUEt1KFwbgcqoTkTtitVsnmddUKEZFJGIw7p3pILiIg12FTTqJ8jA3HATEBuRcbc3b2KZN+H1a5Cca9mhZXNQxXka+BucuQXLWA/OP2emm3nSSiUoVT46QblTbhrNipThWYl0pqu/Ke/FwTyeV3SG5y1QrrVYgom85T4+wXF0eXafJcZFWreLkp54ZOvkBOuRkdjpvITqWKiM5wq2SH4gzDxfE8KPc4ILfD5GoVoqDQZWrczWacMlgNwP0IzBmMe8vvKXK/qDRBfkDFFr+XQGQ80X3jQcBQXC7VgnLWq1CQGR+Os17FOqdhuqxgnIG4fJ4F5R4G5KrVq3iJU+OkG9apeE9EwC0rJPd7Wj3I/Jwi92t6HFArICcyVVed9WN1Z531vxk6a/UJu3WaGk8G4gzFvZUelKsSlqvOy005nWLvuD74XWcou0G3SsE4w3B/pAfkUr4G0RAQ4dGBiHZTqU5FZSL7xkUHz+m3l2h190IFQ3E1JAPySO0un1eS38ZoPfaNtAi7vQ/bGjC8Rvw+Ies7BmJEJSfCiUgOhtdmyw7IQ2Fv/o6OxaoQDqv7O4BfNsT3wrDQZ34vgyTybHL8pptuQklJCX74wx96dZcppkyP26lUsUOVYJxT4uqQNk3ucIJc5vS4KtUqbvvGOTVOovh5vLaDU+PWeTGR7aZ2hcG4eryeJPdzehzwd4K8WKXKyHJ+f1B+uhyzg0zk1DinuoNLl8lybspJuvLku+qNN97Ab3/7Wxx66KFe3J1wZTva0N1HzuYDMnjRNS4yGGcgri4p0+QOJ8jbo5WojnSIWQMR5eTV8ZpT497xI3jOvs/0qXIG4XrRYZJcFFkT5ESy6P43NlnDIJxy8WuyXJamtr4YUvMfv5ehpY3xfqiJlwm7vbZ4N4BPhN2eLqRPjkejUZx//vm4++670bdv4V1oOzo6sHPnzoyTKKZMj4vmJEgXFYxzUlwvQqfJoyFHU+R2JsiD1D3OqXESwavjtYhgnFPj1qgSRHu5mSfJ4cUUud/T4wA7yEkfVo/ZMv++1omMzTjjYeE32QuDcbJK5GS56Rtzbuj09ljfpPfrFoEhPRyfPXs2Tj/9dEycOLHoZRcuXIg+ffqkTkOGDJG9PN919rH2Co/VShU7YbdfwThDcb0JD8k18nF7vd9L0N6HXQ1Y39VfyOnDLoYYIulyvJYdjFfslLPJtBNu+sYZRJNofm7amW1jtN7vJViyvmOg30sgQ1k9Zss4Xnf3Cc4AiltuKlUYjJMbsipYtrfp06hAZIfUcPzRRx/FW2+9hYULF1q6/Lx587Bjx47UqampSeh6OD3ujttgnKG4WfwKyGVMj6vSO+4Ep8ZJBK+O10GtU+ny+EcMg3GSSaWQXAYvp8eL9Y0T5WLnmG31eJ3oI+dA1VXHd3oR+U31nnI3mjr28nsJZAhp4XhTUxN+8IMf4OGHH0ZVlbVfoCsrK1FXV5dxUkXZjja/lyCU3alxEcE4mUfaxp1F2N2gU3VuN+MkckOn47XbqfGOeu9/XhEVkmgtt3VSiYyQXIVqFYD1Kn5buHAhPv/5z6O2thYDBgzAlClTsG7dOsvXf/TRR1FSUoIpU6bIW6RP7B6zVf77OltnnfXwrrNWfE1Kti6XtSmcGifV2AnJ81Wr9KspnouZuinnhjiDeJNJ+ytx9erV2Lp1Kz73uc8hFAohFArhhRdewK9+9SuEQiF0d/MHvmiyNuJkME7FuA7INatXITKJV8drk6bGK1r9XgHpzmnYrWJQ7tcUuexqFQbk/nnhhRcwe/ZsvPbaa1i2bBm6urpwyimnIBaLFb3uhg0b8OMf/xjHHXecByv1Hv/GJiK3TJ0iJ3JD2nfFSSedhHfeeSfjvBkzZmD06NG4/PLLUVYmbjdVO0paokjU6/VKltW+catkhei5MBgPjmRA7vhrHg0BEeu7VbRHK1Ed6Sh6uZZYNerD7c7WpDhWqpAIqh6vs3FqnEwgMtRO3pYKNTrJgDxSu8vnlYj1YVsDhtc4f3fXiErWpmTL3hCysrISlZWZ7whcunRpxsf33XcfBgwYgNWrV+P444/Pe9vd3d04//zzcd111+Gll15CS0uLsHWrQpdjtkpkbMYpE6fGKaia2vpiSM1//F4GBZS0cLy2thYHH3xwxnnhcBh77bVXr/NJXU6nxhmKB1coWupZQC5Sc6wWjWGOg1Lw6HC8lr0JJ5FsMie9VQvJvQzIN0brsW+kRep9uA3IdfVBV39Ud4r7U7G9Kw5gY68NIefPn48FCxYUvO6OHTsAAP369St4ueuvvx4DBgzAzJkz8dJLL7lZrrJkHLNl9Y0TkbrisRBCYX/+7lbBhs4GDGO1KaXh+ykMYXUa3M7UOINxcspVQG6D1elxIvKX35UqnBonP3lVgZJ+P34G5W4D8m3RCBoiUcuX1zUgD+pmnE1NTRm919lT49l6enrwwx/+EMccc0zB8Pfll1/GPffcgzVr1ohaKgWYX33jnBr3R1nM2jsugv71sdI3TqQrT8PxFStWeHl35AKDcXLLcUAuYXrc5GoVIhlUOl4HtU4lXhfsP8BM4Vc3uN/T5F7XrHgRkJMYdjeFnD17Nt599128/PLLeS/T2tqKb37zm7j77rvR0BC8rniVjtlEqrMahNu5rq6huczp8S1tEQyssf5Cty42xPfCsNBnfi+DJAjk5LgqveOdfbzthJPdNc5gnLJ5EZB7PT3+cXs99qlu8ez+8mHfOAWBX3UqFTsT6KzTq6M0SYVqDdpNhU0zE63lWk+Rq8Tu9Dj7xt2bM2cO/vznP+PFF1/EPvvsk/dy69evx4YNG3DGGWekzuvp2f37ZygUwrp16zBixAjp6yVyQ9eAVRduQnGnt63D19SEepWmjr0wpJKBNbkTyHBcJ1Y24xQdejuZGmcwTvl4VbFSjJXpcfaOE5lFhanxLs2rXAsFm8npYMqkQiieToUpci8Ccl3rVai3RCKB73//+3jyySexYsUKDB8+vODlR48e3WuTyquvvhqtra247bbbevWc0x469o131lp/8drJZpxuK1VIPTKDcbv3q0NgThREDMcDwmqArnQw7qRqI8qnuAocBeQKT48TkXVO+8b93IRT16lxUawGmdmXY1iuXjCezs+Q3KSAnOSbPXs2HnnkEfzxj39EbW0tmpubAQB9+vRBdXU1AGDatGnYe++9sXDhQlRVVfXqI6+vrwcAZTaWDqKuOus/DzvrzPmbzUnfOANTOfwKxQtRMTBXaXq8qa0vhtT8x+9lUACZcxQi84jonU7eRgBD8lDUXrjjtGfeKtkBORGpKfSfXb5syKnC1LiO3ASYyesGNSRXORhP5/ckuWw6BOR2NuP8oKscI8vN/Frlc+eddwIAJkyYkHH+vffei+nTpwMANm7ciNJS/pwn9YRaS20F5H4Ho6ZSMRjPR+daliBi77iZgpcYGkZ2j3gxUqbGZYShkXhgAnK7oXiu68kKylWpWCEiszEYd0bUZG8QQ3JdgvF0Kofk26IRNEScb+Tld0Auum88aAF5IlH899Bim1Ded999YhZjMCeVKt19qiWshIhyUXHK3CQbOhswrIJVabQb/3pUmJW+cStkVaoIDzkjcblTwrJv32ehaInjYFzmbblm8UWN9mhl0cu0xLz7hf6j9gbP7ovINDpUqlRwe4KiIrW7jNmMsRAdg/F0uq8/n43Rer+XINQHXWZ+nYhU4nXfOINOOXSaGrerLFaWcVLZljafJzmJbGA4LkFnH/N/eRUajHsdWhsYkssKsmWE5KGo2j92mmP6bUxERHuYMDUer/P+j2WZIbbJIbkpwXKitVz6Y/HjnQQMyImIyGQ6hOQm2hDfy+8lkGD6/wWpqc4+3vwAk7kRpxB+htQGBOReTXiLvh/bAblilTgft9f7vQQiY7mZGjchGHdDxXqMdKaF5KYE4+m8CMm9xoCcqLdEHSc6iUyiyzQ5kaqC/Vek5vzqGxcyNW7g9LbX/Kg9UapuJQfVqlWISC9WK1VM43VgbUJAblqAnM20x8eAnCh4uiJqH9NZqSIHw+FgTpM3dXCSm9xhOE62psaFBeOqUGktNvgdUIu4f9XrVYhInNB/5IehQZ8a143OU+SmBcf5yHicfm7S6lVALnozznz+zYCcPCZrM87OOuvvEO2slfc3kNd940SyBS0g9xqrVczCvyQVJWIzTr8mywtSMYxWcU0a8DwgV6xahYjE02EjThJLt5A8KMF4kmk1KypMkB9Q4U14TkRyhWLOr8upcfKKjgF5U1tfz+5rQ2eDZ/dFamPaFHCeTo2rHEJH4tqEr35PjacLRUtc99WHoqVCN3htj1aiOtLh6jaaY7VoDLcKWhERyeZ2ajzIwbhOwTT5J9FarnynvVUbo/XYN9Li9zKIiEgwHYNgL5TFyviCjME2du2Fqk5xWdauLoVzO4k4Oa4pJafCC1E5GNeISsF4kqdrEvQCBnvHiczhVzDeWevqbimLDiG9lxPUoZ1lGScVeD1Bvi2q2y+71rzfOdDvJRDZJqtShUgXodZSVye/2X3hIBwW83vZljYzj+VJrFYxh//fpaQFV5O9DMaNp2JoT0Sko3hdcCd7VA7IvQiGC4XhqoTkJlWsyOBV3zgRieVl3zgnePUgOtxWISjnZL0cDMjNoEePhGE6+8j/oWRlstxtHYZxFK9WUT2AdlOxomK1SjEft9djn+oWqfdhoiaBb/sK6lu+TFbZ0mWrd5xT4+QF2YGwndA7eVk/X0RxW7ESba3y/YUQp9Uqw2u2iV8MERG5Jir49SK8Tr+PeK24v4GdCoX5N5VbyYB8WOgzn1dCTnFy3KLuPjWWLtfZhxM1GTg1HiieBPgKv4CR7aN2bvBBlBT6j9gwjD3jmUzpg/Y7NPWSm2lwVSbJZTO1WoVIJzpWqnRF5B/j4x5Om5N8fk11e32/Vl5EyFepsr3NWibml6YO/ye4N8T34iS5phiOK6ijtvCXxeu+cccTvToG4zqu2RChqFo/jppj3o2GfsRdsok8ZVowbhqVAnJZU+Oigm2/AnIv61UYkBMRAHTW8thNubmZGve76iR9HeSPDRL+FmdIrp9Afgcm6vlLNitV9KJ6pUo6Xdaq+6ac67v6+70EIi25DcZNqlRRKYRWkerBePrt+RGS6x6Qb4zWC7099o0T7dFVp8+7qdk3HkyqhOLpVFiTqI04abcN8b2wMd7P72WQBWr9NCAhRE6WB2pqPEnntStCekBuoVqlPVopdw1E5BunlSp+TIyXt3p+l0bwO7iXEfzKDrFND8hN8n7nQL+XQGSJjpUq1FsoHLd80o2TqXG/A+hiVAjJ/dbU1tfvJVDA6FPeS/pguCyULpPYIojemJOISCSTpsZ1EKndhWhrld/LEMKr4FqFDTtl2RaNoCES9e3+uRknEalMVLCdfjvxGOMiP4VaS5XYsJMoCIL9cpQPOvuYv3kSERCMUP/j9nq/l0BEFvlVp9LFQF07oqeh/Zjo9vI+nXy+nL7oIbpeRXS1CpFJODWuNt0nvkUwcWo8m27rzWVLm/q1xjJ6x0kvgXsp0EnfeHcfa7vydvZx/8eUF5txWu0bdzTBy6lxcsny9Hg0JP351hyrRWPYm06EjzobMLTC3lTa+q7+GFH+qaQVEVESJ8aLS5/oFRlgej09bkIwnn7fnCBXV7Ja5YAKNbvKP+wYgMpycd8PHR1dwm6LqJCuiPUXw532jcc97CnP5mUQHgrHjZsej9f2aBc4y5wgN+2FlaaOvTCk8jO/l0EaMusnHQntGydyKxQt8XXz1/ZoJaojHXn/vSVWjfpwu9Q1fNTegKHVfCs2kZ/cTI17GYw7DTJLap2FTtHWKind3g2RqJQNFGWS1THuN69qVhKt5Y6fh06YEpADzvvH27viADaKXQzRf7mZGtdpM04n/ArGTQsx3XIyNa4zVSpWtrfVoF9Nm9/LIBJOr5fMXHIyNU4BxQl40sT6rv5+L4FIqMoWThfqJldI2RCJCgsvZW/OaWownk619Yjg5QswxfrGR1SqOf1NRHpToTZFxVA+aMF4km4T77phtUqw8buLxGGgLJwJvd0mPAYi0pcuU+OmEhmSyyAjGFeViQE5EYnHrvH8/KxTod2CGox7IRyWO4xApLLAhONOp8at9o1bocJmnFL7xokECUX1+dEkclPOjxy+Ws3pcQqayhb5xygRwTg349zDbUAueno80VouLRhXOYSWuTa7n08RXfK61fcQmU6nShW7feNeB+MqTWyrtJagC9L0eFNbX7+XQAESnO8syXTZjFMaTo2TH6Lyt01ojrlPtz5q51u0iPzgdGqcE+PW2Qm9VZkglzktrnIwnhTaWabFOq1iQE4kDqfG1aBiGK3Cmjg1vluQAnKvsVoluALxXRWUrnGlw3MKND+rVdqjlQX/vSVmxh8BnB4nEkO3YNzLTRD9Jrt73C3dAmfd1ktEVExXRM7fHKxT8R+D8UwMyPNr6tjL1fUZkAcTv6MKEFmpohNWqhARkWjxvu4rFHRit1IlXtctZyGK8Xt6PEgd41aIDsj9+vw6nR7fN9JS9DLFNuMkMoXbqXGdKlVUpsKEdj5+rU10MB6vNSPvcBKQd4f9+X1zS5tek5wMyK178cUXccYZZ2Dw4MEoKSnBU089VfDyK1asQElJSa9Tc3NzxuXuuOMODBs2DFVVVRg3bhxWrVol8VEEIBwPytQ4kWl06h0XyWnvOMDpcSK3RE2Ns2tcHtWnx3Xk5wS5iN5xInIvaHUqdvrGOTVuHpOmrk16LKrZ0NmQOlF+sVgMhx12GO644w5b11u3bh02b96cOg0YMCD1b4899hjmzp2L+fPn46233sJhhx2GSZMmYevWraKXnyK/sNdHXgXjVvrGddqMk4js+bi9HvtUtxS8zEftDRhazekzCqYgTY0zGCcdJQPyoLyDgYjE4tR4plBrac7p5LJYWcHJXZWnxv3COhV5nD7ftrfVoF9Nm+DVqM1uQD6sIjh/95966qk49dRTbV9vwIABqK+vz/lvt9xyC2bNmoUZM2YAABYvXoy//OUvWLJkCa644go3y83L2JeZ3AbjXleqFNuMU2ncjJMskNY7rsmmnHZwepyouMoWtd4S21XLYJz0J2KKnNU1RHrxc2q8s07tWT1OjZMOrE6P+1Wp4ge3veNupU+db+zydy1O7dy5M+PU0dEh9PYPP/xwDBo0CCeffDJeeeWV1PmdnZ1YvXo1Jk6cmDqvtLQUEydOxMqVK4WuIZ3GiWx+JlapcLNNInlM2ZQziQF5fnY70QDg4YcfxmGHHYaamhoMGjQI3/rWt/DZZ5/JX6whdJkad1Op4lcorsJmnE66nt32jrupVlHhc0b6sNo3vr5joOSVEMkRtDoVwHqlitfBOKfGyQ1T61Wa2vr6vQTlfdzRD00dewk7fdzRDwAwZMgQ9OnTJ3VauHChkPUOGjQIixcvxhNPPIEnnngCQ4YMwYQJE/DWW28BALZt24bu7m4MHJj5u9XAgQN79ZKLpPZLtTaJCsXtTI1bqVTxAsNzovzao5Wojoh9pdMJO9UqH3U2YKiLt2Ot7+qPEeWfOr6+qZKdaN/61rdw1llnFb38K6+8gmnTpuGXv/wlzjjjDGzatAnf/e53MWvWLPzhD3/wYMWkOk6Lk2lCO8s8rVeJtlaxS55IY6xUCZZQOI54zJsYiZUq9uSr8yFyoqmpCXV1damPKysrhdzuqFGjMGrUqNTHRx99NNavX49f/vKXePDBB4XchxPGhOMqT4ur0DdORHJZ6R33WnKCnCH5HnY70VauXIlhw4bh4osvBgAMHz4c3/nOd3DzzTfLWqJRnEyNd9SL+yO7YmcCnXXFK52cTo0zGN9tWzTiehqc1OJ1QC6C38/D9OnxEZVbfFsHkVV+T43bqVTprJVUz5iHiKlxO0Elp8a9Y+qEdZLV5x2fc1RMXV1dRjgu01FHHYWXX34ZANDQ0ICysjJs2ZL5u9SWLVvQ2NgobQ1G/GQQGYx73TWumniErzSSOkJRI35E+c70mhWZfWjjx49HU1MTnn76aSQSCWzZsgW///3vcdpppwm7D1PpUqfiFINxf3HSWG12e8ejrWb9vFjfMbDoichP3XVivud0mxq3UqnCnnE1cGrcuVwvAKjQN76lTd2BVvLXmjVrMGjQIABARUUFxo4di+XLl6f+vaenB8uXL8f48eOlrUHryXG/p8VFVapovRknUUA0x2rRGG51fTteVqukU2WKvKl9L1SUifnZ2dm+uzt4yJAhGefPnz8fCxYsEHIfxxxzDB5++GGce+652LVrF+LxOM444wzccccdQm6f9KRCMK5ad7bfU7t2lNR2cdNIC3ScHtdJsYCc0+dkMlU34vQjGOcEL5EcTR17YUgl94mSLRqN4oMPPkh9/OGHH2LNmjXo168f9t13X8ybNw+bNm3CAw88AAC49dZbMXz4cBx00EHYtWsX/ud//gfPPfccnn322dRtzJ07FxdccAGOPPJIHHXUUbj11lsRi8UwY8YMaY9DzaNSHrLDcBlT4yIqVUT0iccjCfc3QqSqaAiIuPvFsiVWjfpwu6AFqcvELnJZfWgA8M9//hM/+MEPcO2112LSpEnYvHkzLr30Unz3u9/FPffcI+x+TOPV1HhlSw866vV/gdmUAFKngJys8TIg97p7fN9Ii2f35QRrWkh1qk2Nd0W8rV4heTg1TqSPN998EyeeeGLq47lz5wIALrjgAtx3333YvHkzNm7cmPr3zs5OXHLJJdi0aRNqampw6KGH4m9/+1vGbZx77rn49NNPce2116K5uRmHH344li5d2muTTpG0CMcTfSJIlIkLO3KxG4yrshEnEalDRu+4yOnxpOyaFd3Dcpl9aAsXLsQxxxyDSy+9FABw6KGHIhwO47jjjsONN96YevsX7eEmGLfbN+5HMK7C1DjtFqndZVwdh0kSreXKvcNBV+s7BjIgJ3KpWKWK6Klxboyopnhtj/G948WIeLfC9rYa9KtpE7Ca4pra+mJIzX+cXZfT49JNmDABiUT+Ydz77rsv4+PLLrsMl112WdHbnTNnDubMmeN2eZYF+6fCf+neMy5ispzIdO1RuS+w2fFRe4O9y3fau7xd67v6p04fdsm9L920tbWhtDTzUFlWtnuapdAvAUEVr1fn+4z8sS1a/JcSK5eRjaGtdaGdnOBTAbvKSSVupsZVrVQRJV7bY3wwzioYvajQN+6npo69/F4CaYDhuANWp8atVKqwb5xIH82x4iOjH7fXS7lv2QF5UESjUaxZswZr1qwBsKcTLflWr3nz5mHatGmpy59xxhn4wx/+gDvvvBP//ve/8corr+Diiy/GUUcdhcGDB/vxEIxld2rcFKZUqqRTIfy2ggG5evhOgOIYkJPfvK5T6ayVX5ciamrcSSgej5n9YoGKTH/xwvTH5wQDciom8Mms7lPjRKQnu9PjAANyEd58800cccQROOKIIwDs7kQ74ogjcO211wJAr0606dOn45ZbbsHtt9+Ogw8+GFOnTsWoUaPwhz/8wZf1k30VO9Wc8I/XdRsZjCflC8h1Cc6JVMaAnHRl8tQ4A0nSXSxm9gvUTR17MSSnvAIdjjsJxr3uGmdlCpF3WmLVfi+BJEt2omWfkl1o9913H1asWJFxne9///v4xz/+gba2NnzyySd46KGHsPfee3u/eIM5mRrXtW9cpVBc9uaH2UG4isG4yOlxVb6uMjitVkm0qvmOENU347Tiw44Bfi9BqhdffBFnnHEGBg8ejJKSEjz11FNFr9PR0YGrrroKQ4cORWVlJYYNG4YlS5bIX2yAqLYJp1WF+sZFTI0zGNdPUL9mflfibGnz/3fBZEiefZLl445+0m6bxDH3pdsiZE+Ms1KFKLisbsz5UXsDhlbb22xTxgadREFX0Qp0erDRpsjwVJfNDrdFI2iIRKXdvohNOUtqu5QNcck/w2t4rPVTLBbDYYcdhm9961s466yzLF3nnHPOwZYtW3DPPfdg5MiR2Lx5M3p6ghmAyeBHMO5FpYpbQQ1ZZSmLebfPhYmbc5r6fHSzKafl+5AWkKv/+zoFNBx3Gox7PTVOFI8kEIqq/0thkDTHatEYbvV1DQzIifRi8kSxFSpOjMsSr+vmBpYuRVurHL+rQfaLMeTezp07Mz6urKxEZWXvzZxPPfVUnHrqqZZvd+nSpXjhhRfw73//G/367Z7SGzZsmKu1klgyK1W6Is7+XnIzNS4yhIzHQr5P9BIRBVngwnEvOsatTI2LwtoVIr05mR4HGJCTOUzfiDPowbguOD1eXGhnGZ/PAbKhbS9UlFYIu73Otk4AwJAhQzLOnz9/PhYsWOD69v/0pz/hyCOPxM9+9jM8+OCDCIfDOPPMM3HDDTegupq1eW7pWqcCFK5UccrU6dwgMnF6PF13WN5xe3tbDfrVtEm7fSIvBSocdxOMi54at1KpwuDbR9FAfWsERnu0EtWRDk/uy2q1ihsMyEl3ToNxP/rGnWCQGEycHifKr6mpCXV1damPc02NO/Hvf/8bL7/8MqqqqvDkk09i27Zt+N73vofPPvsM9957r5D7CCoRwbiTqXFVK1UYjJvHlICcz00i5/T/CWBBd58az4JxL6fGiXQSjyT8XoIlVjblbI6JLSf+qL3B+XU7nV+XyE+mT4yTfnTocKfCrFSqWN2M88O2BnzYxmOsaHV1dRknUeF4T08PSkpK8PDDD+Ooo47CaaedhltuuQX3338/2tvbhdxHEPkVjHtBxEacTnjZqS0Ta2DIa01tff1eAhnM+HDcbY0Ke8Yt4JQ1UU4ft9dbvqzbgJwhOenETTBud2q8s07NyTMyG981YA4G5HoYNGgQ9t57b/Tp0yd13pgxY5BIJPDxxx/7uDJ9+RmM25kad9o37oTMydx4jH9T+4lT13pgQE6yGBuOu50Wl8lKpQpRki4T174z4EUaNwE5wJCc9MCJcRLN6eaNuXB6XA3R1iq/l5CBAbn6jjnmGHzyySeIRve8e+D9999HaWkp9tlnHx9Xpic/O8ZVrVMRyZTpcRlkdmQXY1pA7ufnspAtbewPJvUYl9KKDMXtTo2LrFQR2TfOcNUmA0JWks9qtYqd6XHAfUAOsGqF1KVyMF7R6vcKSBWiAnJOj5slWbNS6ETiRKNRrFmzBmvWrAEAfPjhh1izZg02btwIAJg3bx6mTZuWuvzXv/517LXXXpgxYwb++c9/4sUXX8Sll16Kb33rW9yQ0yZRwbgXdSqmTI3ritUq6hD1/IzF1HpxOhdOj5MMRoTjyUBc5KQ461RsYqBMBej2Ao2V3nHVJafIGZSTKkQE435vxFluI0BnMEoUPAzKxXnzzTdxxBFH4IgjjgAAzJ07F0cccQSuvfZaAMDmzZtTQTkARCIRLFu2DC0tLTjyyCNx/vnn44wzzsCvfvUrX9avK7+DcdFT410+9Ypb4XZ6PBzehXBY3DunaDe+CKIHBuQkmpaJpuy6FCfBuNWpcZGVKiKny0lt8UgCoaj5bzH0Qnu0EtWRDiG31RyrRWO4eFr2cXs99qlusXy7H7U3YGj1Nhcry7q9/wbkQyvE3SaRFX5PirNvnPwWr+tGaCffPq8Kq5txipAekA+v4fHXrgkTJiCRyD9ccd999/U6b/To0Vi2bJnEVZlLZI2KKsG4SF4FpvFYyNI0dnoonh2Qez35GwrHjetLj9f2INSq9xxprkoVGZP+29tq0K+mTfjtWpEMyIfU/MeX+y8kPbzvau+Uel+b2utRXloh7PZkr1dVWvwU666rRknImx/yMoNxHYSipYhHAvxqKSfghdNtalwVogNyoHfdCsNyEq2jTzm6y+UE4n5PjVOwlNR2IdHKdxHqpCESLX4hn3zY1sCAnJSlQjDuhJtKlbgiE+VlsTLhvdDpYbkOFRmq0ikgD/q0e3oQ7VVQzsl18zAJTKNKlYq2E+HREBBh7xiJY9ILNXanxwE5AXnG7eeoXNnVxe9hIiKROD1OAANyUo/oTTfdBOOcGrfOTpVK8rK6heTd4W4lNi3VKSDXzZa2CAbWiH9Rm6E1OcXv9P9yGozbmRoXWalCwaPjBLaOa06y2jtudWNOwP7mnICYDTqJdOdkalxWpYqd3nHyTqRWfO+qqI05AXbQ027sIydViA7GveblRpyyqRACu2XyxpyqvThihdt3I+j2YgqRCExr4U0wHhg615JosHadwmad1qo6BuRE8nVaf53LGNFW/vFD1jHgF4cBOZmksy5k7NS4H4r1dzsJLr3YuFN0QC66bsYNlQNylddWzJY2XSsTyETqp4ESualRsRuMW50a17ZSJZ2O9SoaBOOkLqsbcwLO6lWAPQG5zJoVL2za1QflZWI2DOnaFczNQoJG167x0M4yqWGiqKnmaGuVlKlr6i2I9Soip+9Nw5oVMoHbjnEG42YRvTmnKvUqwJ4QmjUrvbnZlFNWvQqRXYH9zvYyGNdNKCrgacGwWRodJrJFrFGFvnGr1Sp2OalXSeIUOQWJ02BcVqWKCkpqu4QHjpwgz4/h7m5+TI3LeF5ujNYLv003OEFOOvNy8810IipVQjEBC5FI1+lxwOwJckD9SW3VPl9WbGmLcIqcfBe4cLyzT7nnG2/K6Bo3YsJcFRoG+SoH5CqvLak9Win8Nu10jwPuA3KG5GSyjvpSbSfGZZIZ1DIg9warSeRoiOg7dcYectKRiGCcU+PmkhGQqxT6qh6Qi2D3BZjtbTWu75MhOfkpMH95igrFZdWpAAYG3jqEzjqsUSM6BOMqcROQA5wiJ/OICMWdTI3L6hsXVaEhY1qcrAv6556BvjcYkJMu/AzG/diI068aDZH1JEleTY8DcjbpZECu3hpkYEBOfjA+HBc5KW56nYoUDJ+lYRDtDTvVKnanx0VITpEzKCed6TYpXm5tiwHXvA7FdZ8e16U7nWEz5cMpclIdJ8bV4aRaxQQqTZGrFk77/XkRMT2elJwiZ1BOXjEyuZRRm+IkGJdRp+KVULRUXOezqht0GhDcxyMJhKL+/4IpOqhXoW/cK0436MzFlE07SV+dfUrRXaHvsY+4QWc+JbVdSLR6W8unAgb5/kgG5Nywk/zmV6+4CF1hv1dgXVmsLGewGY+FCk5gx2JVtqfBw+FdngXrojfoTJf8fPm9YafJG3U6eX7JkCsgV2kTz2IBfrytw6OVkBv6Hu3SyO4Q92JiXGalSiha4v+UsWoBuQHBeJLfAbnvzy3FNMdq0Ri2N1YqMiAHGJJTcKm4EWdoZ5mjgNHPKg8G5PLF67qF1e6oKuh1NCIwJCdZOmtD6Cn3/u8hN1PjflSqkHsyA3Jgd0jud0AO7A7JvQzIVZtaT9reVoN+NW3S74cT5SSaVgmh1xtpugnFdZ4al0aVgNygYDwpGVB7GZLLCsUdT41LfG61xKpRH263fHmnATkAKSF5EsNyMpnTYFxW3ziZJ2jT46ZOjW+M1mPfSIvfy7CFITmZgHUqzsiYHvcaA3Lx90NEYmmREnbWlaOnnMF4klcbdwqtVklKBtN+hOQGhuLZvAjJTZkUb49Wojqi3lucRE+Rp8vXS87QnHSn4sS47jg9Lp/K0+Nug3HVp8Y3RutT/69TUJ7eRz4Ym31cCRGJlq9aBbAWkAOFN9w0vaM8aAF5Nit948WeR7k4efEl2T3uxQQ5kSjmp4UOeB2MexV2K8XLkDwAoXg2GVUrXoTiKneNezE9niQzIM8lPTTvbFc70CAi7yQ36GRIvkcQpsd1mxhviLjrHU0PygF9wvINbXv5vQQiy9xOjftdqRJqLdViWjdXkGl6KJ4uCAG5H89Dp+9OYEhOOglealiA225xE6tUpEyPp0sPrmUE5QEMxpOyw2y7YbkpE+J+chuQA2JrVohM5MfUeJcHVSyJ1nJlpm85RU52qPK8dSoZlusSkhOROdxMjyepGobLrlZJCkJAns3K1HiSk+lxt5IhOcCgnNQV3OQwjRcbbuYTyKnxfNwG5QEOwq1QPexWeWo8ye70OOAuIAcYkhMV4jYYZ9+4dQzI9xA5Pa5atYpKU+N+P98YkhO5J6Jn3O+pca8VCsjJmuTnz++QXHRA7ue7F0R12zMoJ1UFOk0UFYqbODGeTvr0eC4MuskgbgNywPuqFSKV6dYxHtpZplTo6BRrVswm4jmq+9R4Lrr2k7v1cawPQqgUdnvxmHr7vJBcfm7A2RX27a6l8mPqV2cqTJH71UFeiNPnkejNXxmUk0rU+i71SGefMiWCcSdT45w0JxP5NTXeHrX/R19LrNrRfTXH3I+oftxen5okJwqSzrqSjBP5K9palTqReyq8cKLCGnSQ3U9OpKuuSAk6a0ukBNiybtdvXgacfge6JlFhCj9e2+N66jvf9b1+fLJqe7a31WSciLwWmPFcGdUpXgfjfvJlepzIMCImyAFkBOScJieVdNaWoKzSvD+I/aJS73g+6QF5kCbKTdqYU1QwrvpzVZSN0fpATZCT+ZwE2RWtuesaRYfiQatUSZevXkXn6XGvesezqTBBDqg1Re7meSR6gjyXXAE5p8tJJqPDcZld4qZXqeTCgJxkEPKckrGZawFOuseTRAXkSewkJ3KGfePi+R2U6zzJ7lf3OINxZ9hHTkFn4mS4TnQOyP2ic0DuZ9d4Pl4E5NmKTZQzPCc3jArHvdpY020w7sfUeChaovyGjBQ8Or/YolJADnCanIjU4ndQ7gXdp8dVrlLR5TnDKXIiOdxMjJvUN87NOcXSMSAvFIy7fW64fZHFj4C8kKBOm29tCyNUInCPkLZg7hGiXTjuVQCei4hpcTfBuApVLKHo7s+BzqEmqUGV51B7tBLVEe8PAMkOctEhOYCcveQMzIn2cDM13uXxxLkO1SrFcCNPtYgOxXV/frrFgJxILJWrVEKtpZ5P8ZpUr+JHpUo2HQPyXFR50US1gDwbN/0kq6R2gyxcuBCf//znUVtbiwEDBmDKlClYt26d7dtJbqDpVzDeUVvqezCummRITmRXPNKjTDDultPNOdOJ2KjTiuRmntknIkDc8VoHOtap6DydnI6beBbmxSS3DsG4ji+ibIzWc7NO8oTpx2u3wbjVqfG4ZtPl+cJcFcJmHXWHu5UIl/O90JLcwFPFOpVcYrEqaRt1isTNPqkQqQnnCy+8gNmzZ+O1117DsmXL0NXVhVNOOQWxWEzm3QojKhQHzArGkxiQk11SQnGP+8aziQrIvQrJs2WH5Zt29fFlHeQv3Y/XVukYjJvIpJBcp6lplWtU3NgWVeeXbIbkJJuo43VXWL3pbK+CcV0VCsgZkjujSkCefSpGhXXnoltInutEwSX1p+jSpUszPr7vvvswYMAArF69Gscff7zMu3ZFxc02RYTrMnrHuUknWaXy88RttYqb/vF0MqtWiArR9XhtlahQ3OtKlXQm1KtkE1m3YkrYLmtjThnBuGnPR5FYtUKyiDxe5wqjy6P+7FGlcpWKLlSvWVE1wFelZsUqVYPxdMmAXOW6lXxkBOTd7fo8v4LM059QO3bsAAD069cv5793dHSgo2NPQLVz505P1pW6fwmhuIkT49kYkFMxQXh+iArIAYbk5D/Vj9d2mDQtbmJADujfSa76xpw6BeO6PgdySU6QMyQnmUQfr62G1G5DdNFhuJdT4370jicV26BT9YBcVcnPqU4huSgynzPpU+Q6BuUULJ6F4z09PfjhD3+IY445BgcffHDOyyxcuBDXXXedV0sCIHdKPAjBeBIDcsolaM8JkQE5YGZIviUWQQhidtOOx4K5k7Zsqh6vnRAZjPs5NR4U0dYqo8JRp0RNj8uqUTHxBRqZ0mtWGJSTSH4erznp7R8G5PKoPkWuw9R4Pqpv3EnkWX/I7Nmz8e677+LRRx/Ne5l58+Zhx44dqVNTU5O09YjsE89FZDAu8rZCUXm/yISipewhJwAebrrpc994LiI6yLMlO8n96iWnYHFzvO6s9e5UjEkT4+lUnlAWQdd6FNUCYx37xd28MKJS73ghyU5ydpOTCKr9fe0Xu1Pjum3GmUuxAFe1ChPV1lOIKpt1mkiXTnIKJk9+Ss2ZMwd//vOf8eKLL2KfffbJe7nKykpUVoqZKMzmZY94kCbGc0kG5EGbGia9v+Zue8fTiZ4gT5cekJs0UU5qUOF4bZWX4Tenxr1lt2ZF10BdFpnBuGovAujOTUDOd08Fm07Ha5lM34SzECsT5AA4Re6QalUrJgX2OneSk7mkhuOJRALf//738eSTT2LFihUYPny4zLtL8WtDTRmhuM5Be9BD8iBN0fvyNVZwajxdcoJcVkgOoNckOcNycsqv4zU5Y2r3eDbdalZEdo87rVbRtUpFxNd5WzSChkhUwGqI1CXqeN0VBsrU/lW6KCfBuKipcT97x9MVC8gB1qy4pUJIblIwno4hOalEajg+e/ZsPPLII/jjH/+I2tpaNDc3AwD69OmD6mr31QN+heDZdAuwQ9ESxCPe7USeHhIHNSg3kYlfS5HT40kyp8izMSwnp2Qfr3UmYmpcRmDpNCDPDm9VD9mzp8KzQ1ROje+hazAuUrJehSE5mUrk8To7XC6PiVqlXEGeFnfKz4Bcp0qVQvwKyU0NxtMxJCcVSP1JdeeddwIAJkyYkHH+vffei+nTp1u+nc5IKbor1AjC08kOxWXevtcB+Z77DUZQbuLUuFJfL8WnxrN5MUWeS76OcobmlE3U8do0qtepJINuq+Flrqnm9PN0CEFVD8P9mh7XORiX8e6A9A5yBuVkEpnH63yhswqhuYhAXHTXuE7T4wAnyEXxMiQPQjCejiE5+Ul6rYqJvJgU120a3YmgBOW6UvZrIjkYlzE9nuRXSJ6t0Mae7DANJlOP126oHoynKxaSWw1r7YbtJJ+VgJzBeGGcJieT+HG8thNMiw7SRU2Jm7AJZyF2AnLAux5yU6bGc5EdknsVjKv4gglDcvKDuT+tJDAtsPZrejyXXJPWyoazReg2Na7V59mjiXGZATmgTkhORLnpFIynyxVuO5liZkjujsjpcWBP+J0rJGcwbh1DciL5glZ5osr0OGA9IAc4RS6S6JA8aNPihTAkJy8xHC/Cj0Dcy/tUKSDPZlJg7jd+3uyTHZADe0JygEE5kSpEB+OywstCRAWzDMnV4tVzyfSvN0NyomAxfWrcKdlT5CZPjeciIiRnMJ5bMiQHGJSTPMH6iWWRnxPifty3ygF5tmJT2UEJgYPyODNo1jNuF4NyIv/pOjEuG0Ny+0RPj3vFq6+x11PjuWyLRhiQU2DFa4DEf/OmkAKd4jrTdXo8iVPkYjkJyRmKW6fjNHlbrNLvJZAFgQ/HVapKUWkturJbaSI6ZM6+/0CG2DL4FIx7MT2eC4NyIm8xFLcm0VrOgNxQXn5dVQjGkzhFTtR7stqksNyrqXEG5L1vL+iKheQMxN3RYZp8zxrVXB9l0qscWYCuSOZJFX6vJRQt8XcBPglFS4We0jEYF8TnifH2qL+v9LbEqjNORCqLR3YHzX6e7HByHTv8qFSRLdFaruVENOUX1GA8XTIkJ7XccccdGDZsGKqqqjBu3DisWrWq4OVvvfVWjBo1CtXV1RgyZAh+9KMfYdcuNZ9zKouHM0860nntfonHQgy1JegOd+c8qcCUdwzEYlUZJ7+psg4v2TleT5gwASUlJb1Op59+euoy06dP7/XvkydPlvoYjP3p53fYbJVK69SpXoUCQKEaFb8myHPJFZBzupxoD06Be4NT5MXpUK3Cr+EenCJXy2OPPYa5c+di8eLFGDduHG699VZMmjQJ69atw4ABA3pd/pFHHsEVV1yBJUuW4Oijj8b777+f+uP6lltu8eERmCNXyKzqdLmfgXiodfeglAoT5MlpZSchrNsucgbsejAlGM/FaTDtZAI9aCF4LnaP13/4wx/Q2dmZ+vizzz7DYYcdhqlTp2ZcbvLkybj33ntTH1dWyh1a1Ponl0rBsl2qrj05Qc6QnHyjUCieLjlBrkpIni7fRDlDcyL/mDg1no1d5Hrz+uum6tR4tvQpcgbl4u3cuTPj48rKypx/8N5yyy2YNWsWZsyYAQBYvHgx/vKXv2DJkiW44oorel3+1VdfxTHHHIOvf/3rAIBhw4bha1/7Gl5//XUJj4LshNCyg3TVJsRVC8mdTik7CckZjItnN8S28jUwORh3g0F3JlnH6379+mV8/Oijj6KmpqZXOF5ZWYnGxka3D8MyLX56dYWBHkM67FUNxbMxJCfPKRqKZ1M5JM9WqIaFwTmRPEEIxtNxilw/DMatCfI0+WexCMoS4v4A627b/WLakCFDMs6fP38+FixYkHFeZ2cnVq9ejXnz5qXOKy0txcSJE7Fy5cqct3/00UfjoYcewqpVq3DUUUfh3//+N55++ml885vfFPYYyBk34XUopl74bZUqPeRuAnIgf0jOIFwupwE2g+/g+U97DcpKBB6v23e/80TW8TrbPffcg/POOw/hcOYP+xUrVmDAgAHo27cvvvjFL+LGG2/EXnvt5eARWcOfaB7RJRTPxpCcpNMkFM+mU0ieS77gvLstmPsPEJE7nCLPTcVqFXaM25fdSS4zLLfaf54Mm3XT1NSEurq61Me5ptC2bduG7u5uDBw4MOP8gQMHYu3atTlv9+tf/zq2bduGY489FolEAvF4HN/97ndx5ZVXin0Ahuiu7UGiak9wm5x2Vo2uwXhS+ufVz6DcbUAOMAz3EgNuUoGs43W6VatW4d1338U999yTcf7kyZNx1llnYfjw4Vi/fj2uvPJKnHrqqVi5ciXKynJvcusWf8JJomsYnk/6hp0Mysk1TQPxXHQPyYlIrKBNjWfjFDkB5oTi+XADT+fq6uoy/tgWZcWKFfjpT3+K3/zmNxg3bhw++OAD/OAHP8ANN9yAa665Rvj9mSY7uFU1LNdZ9ufU67BcREBO8jEYJ1XIOl6nu+eee3DIIYfgqKOOyjj/vPPOS/3/IYccgkMPPRQjRozAihUrcNJJJ0lZC8NxQUwLwwthUE6OGBSI55IMyZMYlhNRUHGKXF2yvyamh+LkjYaGBpSVlWHLli0Z52/ZsiVv/+g111yDb37zm/j2t78NYPcf07FYDBdeeCGuuuoqlJYy7LWDYbl8fkyVMyBXG4Nx0o2T43VSLBbDo48+iuuvv77o/ey3335oaGjABx98IC0c51HOga5I71NQhaIlqRNRSiTe+xQw7dHKjBOp44477sCwYcNQVVWFcePGYdWqVXkv29XVheuvvx4jRoxAVVUVDjvsMCxdutTD1ZJOgj41nk21OhG/qPIigcx1RGp3MRgnYSoqKjB27FgsX748dV5PTw+WL1+O8ePH57xOW1tbrwA8+dbrRILDPG7Fa3syTiRWqLU0dZKtLCankoCcC4XjDMYNFY+FEG8zdybZyfE66fHHH0dHRwe+8Y1vFL2fjz/+GJ999hkGDRrkes35mPtVcinIgbdT2QE5p8oDJIDht135AnJOmHvrsccew9y5c7F48WKMGzcOt956KyZNmoR169ZhwIABvS5/9dVX46GHHsLdd9+N0aNH45lnnsFXvvIVvPrqqzjiiCN8eAREemHNihpkfQ0YiJMsc+fOxQUXXIAjjzwSRx11FG699VbEYjHMmDEDADBt2jTsvffeWLhwIQDgjDPOwC233IIjjjgiVatyzTXX4IwzzpDWTxpkuQJyTpeL4cVEOSfI1cFQ3FxB6em3e7xOuueeezBlypRem2xGo1Fcd911OPvss9HY2Ij169fjsssuw8iRIzFp0iRpjyMYX60cGH7Lx7DcYAzDhWFo7t7OnTszPq6srMy5YQgA3HLLLZg1a1bqYL148WL85S9/wZIlS3DFFVf0uvyDDz6Iq666CqeddhoA4KKLLsLf/vY3/OIXv8BDDz0k+JGQzjg1nh8Dcn835pTxuWcoTrKde+65+PTTT3HttdeiubkZhx9+OJYuXZra9Gvjxo0Zk+JXX301SkpKcPXVV2PTpk3o378/zjjjDPzkJz/x6yEEDgNz8ZKfPxkhOQNy/zEYN1NQQvEku8drAFi3bh1efvllPPvss71ur6ysDH//+99x//33o6WlBYMHD8Ypp5yCG264Ie/f+CIY+VVj8K2mXNUrDMw1wTDcc1aqWHQM0He0VaEMVUJuq7tt98+UIUOGZJw/f/58LFiwoNflOzs7sXr1asybNy91XmlpKSZOnIiVK1fmvI+Ojg5UVWWut7q6Gi+//LLL1ZMpGIpbwx5yfwJy0Z9vhuLkpTlz5mDOnDk5/23FihUZH4dCIcyfPx/z58/3YGX6667pRqkH7ShWQ12G6IXJ2syTATmROEELxdPZOV4DwKhRo/JWnlVXV+OZZ54RuTxLtPzqMfw2B6fLFcQgXBvFAnQdw3MnmpqaMnbSzveK8rZt29Dd3Z16FTtp4MCBWLt2bc7rTJo0CbfccguOP/54jBgxAsuXL8cf/vAHdHfzD4mgYyjuTNCnyL0MyEV+nhmKE5knGYqq0EGdL+xlaJ6byIny5NefIbm3ODVujiCH4ibR4qvYFQF6uJ9dIDAs9wkDcSMFJTyvq6vLCMdFuu222zBr1iyMHj0aJSUlGDFiBGbMmIElS5ZIuT+SFzqHdor545+huHsMyHc/dpkhOYNxIrJKpZA8G6taChPZT84pcu9YDcbD4d3H31hMzLtuSSyG4mbhV5OUxrBcEobhhNzheU+7ud9jDQ0NKCsrw5YtWzLO37JlCxobG3Nep3///njqqaewa9cufPbZZxg8eDCuuOIK7Lfffl4s2RgqBMrF1lAsPFfhMfgh1+dFxOci6AE5IG6KXObnkcE4UXCkB6MqBuVJrGrJTcQ0OQNy+ewG4+n/z5BcDQzFzcSvKmklPSxnUO4AQ3EKsIqKCowdOxbLly/HlClTAAA9PT1Yvnx53o60pKqqKuy9997o6urCE088gXPOOceDFesnXtuN0mo9/6gKavidzcqEffIybj9n7CFX+7EzGCcKLl2C8kKSIXEQQ3IG5GpyEoznOp8huT8YipuNX13SFoNyixiIE6XMnTsXF1xwAY488kgcddRRuPXWWxGLxTBjxgwAwLRp07D33ntj4cKFAIDXX38dmzZtwuGHH45NmzZhwYIF6OnpwWWXXebnwyASwm3VjMiQXOWQOIgYjKsp2ronEOlp83EhFCi6B+VBDMkZkKvHSjCeLxTPdzmG5PK5DcTLYmUo2aXfz80gYjhORkgG5QzJ0zAUJ+rl3HPPxaeffoprr70Wzc3NOPzww7F06dLUJp0bN25EaemeP5527dqFq6++Gv/+978RiURw2mmn4cEHH0R9fb1Pj4AoP1G96k7ulwG5GXQLxdPD4nxMfExEfskOTHUKy+O1PQzIbeBGnd6yGoznuk4QQ3K7obXdDVBFTInr9PORGI6TYThNDobiREXMmTMnb43KihUrMj4+4YQT8M9//tODVRHZ41cQno+ogBxQu2qE1GAnQE6/rJ9BOUNvMpFuU+VBmyJ3G5ADnCJ3S+TEeKHrmx6Quw2rvaxE0eFnIfXGcJyMFYqWBCsgZyhORGQs1cLwXFizojcdJqzdBszZ13f7mBl4E+2RDFAZDKmFAbk/3PaLB5mu3d782ac3PZ91FngRiqZPKZOaAlO3wmCciMhIOoTi2ThFrh/Vg3FZITTDbSLxdJsmD4LkpDxrVuSzU98hMhjXcXpc1xA8G3/OmUHLZ6MqQWehdTA4V4uxU+QMxfUWlfwjmM8PIm3pGIqnExGQA5wi90JQg3Eikk/VaXKV+sdDsT3/Hw9Lvi9OkUtjt9NaxsS4ygG5KUF4NtV+tpFzWjxDu8MJJKr0Cjazg1iG5f4zboqcwaceZAfgbu6bzyEipegeiGdjQK4+BuNE5AWdN/KUKT0YT/9YZkjOgFwsu6E4ILdKRbWAnKE46cLMZ6qC0gNZBuX+MmKKnKGmmvwMwp3Itd52zR4DkQFMC8XTiQzIAdasiKR6ME5E5mL1Su9gPN+/yQjKWbMihpNgPAhMDcSB4P68CgI13ksUMPFIQv9wVnNav0DBYFw90ZB+wTgRKcHkYDxJ5GNMhuTkjg7BOKfGiYKhO9ydOgVFoWA812XtXN7WOgRUywQxLAyF446DcS824PRrk894LGRsMF4WKwvkcz1IzHzmaiIZkGsd1GpMywlyBuNqYSBORC4EIRhPSj5WTpH7j8E4EanKy4lylXrHrQjF5E2Rs2bFOjfT4l6G1l7Xq5gciquuLVaJ0oS4r3VPm7Cb0oqZz2DNMCT3j1YBuWLBeHWkQ8jttEcrhdyOZxiIE5EAQQrG04mqWQHYRV6MDiF4LgzGC0u+OJRoD0YQRcGl6maebrmZApfVSc6AvDi3FSp+THN7FZCbGIyb9nOHijPvWayxeCShTUBeHnV/G10R97chglYBuU9EBeHFblv5oJzBOBG5FNRQPJ3ogBwI9hS5riE4FccaISKzQnJR9SgyQnJRPeS6B+Sm9YjLDshNC8ZF/pxJfk9179LnHSpBZtYz2QAqB+QiAvFCt+dnWK58QO7D1LjMQLzYfSoZkjMYJyKXGIzvITIgB8yfIlchAG+I7P7FbVtU3i9sQZ4aVy0Ij7VWorSbb9M2VagmjtKaPX9f6BBwdYe7hQfkXlaryOgNVzEk1y0g9yIM96sDnKwT9bNFp6omyqT+UTCAVAvIRYfiVu9Hlcly33kYjPsRiOeiXEjOYJyIXGIw3puMgBzQd4pchQA8n2QwLlNQgnHVQnAiIDMgVDkolxGQe0HWhprZt69KSK5qQO7HVLgKwbjX/eM6YShOSeoe+SyKR9x1Y6ULRdV5QqsQkHsVihe7f69CcuWnxyVSJRTPpkRIzmCciEga0QE5oMcUucpBeDYvgnHTMAAnnakelOsakHtBpZDc74BchXoUFYJxyo2hOGVT72iXh8gQ3M59qBSYe8XvUDyblyG5cgG55KlxVUPxbNWRDn8CcsWCcVE/j7z4eUrBVBLpQkmNWn+wqhBScWq8sOTnx+SaFZ3C8HS5gvGGSFR4tYpOU+Mq/Ewh8koyYFQtJBfZQy67WkX21Hih+xQdkrvdtFMmFcLwdKoF45we342hOOWj1lEuj3i4B3499fwMzP2YHlctGE/n9SS5yXQJxX3lYzAu+2dMvttnaE4myheQMuBSj0k95LqG4emCPDHOnw9EmVSfJleVH8F49v37GZDLnB5XLQxPZzUY71eTezOG7W01IpeTEvSAXEQwzlDcXDyyOZAMkLwIyVWoV1GN7JBcmelxSVPjugbjvk2Pe0CVd6iEoqXokbyb9q5YJUp7xHwde9oV+D4lbZXUdnkSgHFq3B5dA3ITwvB0XgbjKkyNMwwnsk6loFzlihW/g/Ek0VPkKgXkKrISjOcLxfP9u6ywPCgYipMV/Aq7EI/0eFT34k0ApPLUeC66rddv1ZEObYPxJM/W79HUeChaqkwwThREJbVdSlVv0G6hnWVCX1SQHXwGMRjXfao80VqecSIiZ0LheOrkFxHBq8p1IaKIDOvtBoWiX8BQeWq8kH41bUWD8XzXE0Vk3YvfL44VUxYrc/3cC7WWMhgPCLWfzZpID8h1Dbp0DZqNrVoRPDWueyieTvoEueRgXNefEUQmkzVFzqlxd0ROkcuaIDchGNc96LaDQTiRPH72k6s2Qa7K1Hg2kVPknCDvLV/wLCLc7lfTxglyi0QE4hQ8/KoLJmuSXOb0uK7BeDrRj8GkKhuTgnGdcUqcSG2cIFeTThPkOmmIRFMnP3lRqcIJcSJv+T1J7jdVg/F0otbo9wS5SmQG46JvS7XNQkURNSlOwcSvvATc1M4fJoT8opkajEt7XJKmxhmKE+mBAbmaRNasiAxIdZsaVyUQ9woDcSJ/eR2Su51KFlGtokMwnhSKiVlv0APycHiXJ8G4zNvUWTIQZ30KucVaFUm83LTTDdMC5fKouIoV3zbmFFSpYmowrhvVfwYQUSavNuok+0Rv1hkEQQnC05n2/ZvvhaGeXWYFTGQuL+tW/KxX0SkYTxeKua9Z8bpiJR4LKfHuhEIT2DJDbBEVK+HwLsRi/m+I7QY32iSRGI5LFo/0CAvH4pGEUXUfsogMyHXFYNx/DMWJiMRLBoVuQnJZ/eN+0jEEF1mponsgzv0JKAhC4bjyAXm8tieQYZmILvKgBeR+V5MEOSAX9QJYEL/XKT+zwvFCE7eSN9krRGRATtYwIDef8I05Bf6M4Pc7ETHsksvtFLnbgNzvShUdw3AZdA3F+fOBgsrPTTupOLdT5EHZpLNYMO5V9UkQN+nktDjJot9RyWnlhM/BuYoBuWmVKtmCGpBzatxffn+f53t3iS8VQUSaYrWKOOWtuc/vqnV/20GsWVEpFG+IRLEt6t8vWjp9jzIMJ8oke4rc63oVXStVctEpIPd6etzKtLhuneC6TI9zWpxk0yMcj8SBaok/9LKDc0lhuYiAnNUq3vK8d9xl3ziDcX95FYw7+RlQ6DoMzolItHyheK5/dxOUuwnIdapXUSkUF8FtpYoOwTgDcaLCVJ0iD2q1SjqdAnKvqBqMB2F6nNPi5AU+Q3KJxIVtipgtuVEnecP06figE/ZigIAXxGQG46FoScZJ5u2XxfjiGxE5V95aPBjPdR03vA4hvaxUaYhEjQvG3VI5GA/tLEudiMgaWZO/XoWtJk2Np3P7uLwKI714cUXVYFzUffvdn14Ig3HyCp8lhUgKyVUIyIMUGgflsXJq3D+ygnFZYTgRFafLRLFK3ITcTkL1dE7DSJWDVobimRKt5Up+vRiIE7kXCselhOSqTyOrLhRzF5LbCSW9rMGxQ/Vg3GRunxOh1lIG42SZWu9hUlUyIPdxU890rFYxlIsXYhiM+0d0MM7vbSLSkdvp7+zbcVK14rRiRcV6FZODcSeVKqqG4kQkluwucqtUqVYptxlMd7moQinETc2KnYoVp/UqsrrHdQrG3darqNY9LiIYFyn9RSI3lUMyxNtCKE2I+7nZ0+7/z2A/BPNROyUwJFdxg06Tudmc0/PecfKWIi96MRQnIrvcBMky1iHjNu0+NhM26TQ5GHdCtWCcoTiRXKIDcq8353TDbhhe7Poiw/KgBeQ6BeMm8btGxco7Jey+m6KEc4xaYDrrhKQ+ciLSi6gXuBiME5lHdkCbHkgnK0ncVpO4XYcqt69zeMlgXG06P7eIdCK6ZkXlepXy2J6TjNsWSfWKFVEvqugajOvcPV4WK/OtRiVZH2Tq/gFkjRojkzqKxF1PnHJ63FtupsdV5mWlSn24vehlWmLVHqzEHAzGiUi09EDZ76lyEcpbgzFBzmBcbQzGibznZ82KF9UqMgLxXPchq25FJqcT5G6pvDmlFTrWq/gxLc4gnLIxmXVDwAS50805dav5KI/mP5H66sPtloJxu5fVmYgXthiMk2nCtR2I1O5KnUgOO9PUMifKvZxSl31ffld3BCUYt9s37vfXBQA32/TRHXfcgWHDhqGqqgrjxo3DqlWrCl7+8ccfx+jRo1FVVYVDDjkETz/9tEcrJZlETZDLClqdVo14EYyn35eo+/NqehxwFpq6eTHFajCu4tS4rhiMkyo4Oe6WYpt1qsZK+J28jIlT3bLJnhp3E3Inr6v0JLnD71sG40TWyA7InWzsF2TZAbObqXKv61vS79PqunWcHie1MBT3z2OPPYa5c+di8eLFGDduHG699VZMmjQJ69atw4ABA3pd/tVXX8XXvvY1LFy4EF/60pfwyCOPYMqUKXjrrbdw8MEH+/AISCRRE+Qq9I97GYrnum8RU+Re9Y8DzibInfSPmxSMu50e94rXwThDcSqEk+OiuJgidzo9rjInU+FeTJIrO6muWI+9yOnvoEySWxWKljAYJxJE9Sl1GcGsyFDaaVe5H8G4Svcvms5T4zqvvRgG43Ls3Lkz49TRkXvQ45ZbbsGsWbMwY8YMHHjggVi8eDFqamqwZMmSnJe/7bbbMHnyZFx66aUYM2YMbrjhBnzuc5/D7bffLvPhaKsm3KFdfYTqE+RW+BmMi16D6hPkdpgUjIvgxc8GBuOkGu3D8epIR8GTpxQLOP0gIuBWsW4lSGGmrCDblIDczdR4kJ5HRF5TOSTXRXZYnis0VyWYtroO1QNOk8Nlt/yqVGGNym6JaDkSrQJP0d1fzyFDhqBPnz6p08KFC3vdd2dnJ1avXo2JEyemzistLcXEiROxcuXKnOtduXJlxuUBYNKkSXkvT7uFw7u0CslFbtJphZ0J52JUCMaTRNWsqByQW32nganBuG7rtcPOxpvcaJOs0qoLxEnYne867dFKt8vJzeFGnU4254xHEkqFbaIDbVl1K6ZszCnjxR/ZAXZ9uF14zUp1pEPe97NAXn6vFvteNOH5T5RPMiA3sXLFr2BalUA8m9WNOlWsVwliKK7D9yRDcfmamppQV1eX+riysvfvcNu2bUN3dzcGDhyYcf7AgQOxdu3anLfb3Nyc8/LNzc0CVm2+ZEDo9UZ8ToioWPG6XkWlYDydbpt1it6k09RgXASZG3O6+d5TcVo83/e3Tt9bpEk4XhXuQFmN2GApGSzqEKrpQOaktylhtupMmey2zMGLWE6nxmUG406+97Kv4+n3VzQEdAs69LRrcQgjn0Rqd7kO40pqu1xPr8bruhm4SWQ1ILci0VqOktqugpfhuxO84cfUOL9PvVFXV5cRjpNa0sNClYNyUR3kVsRre4oGcvGwvtOpbgNyL/vH/aBzMK5i97juwbidF7qSly31uNCCnNG+VsUtKfUrrFchzQQuGDeAyPqh5G2pWGlERCSCasHntihf9VeJas8PoHjFkckaGhpQVlaGLVu2ZJy/ZcsWNDY25rxOY2OjrctTccnKFVVrV9xWrPjZPa4at5PtKterkDqCFIyTfgIfjif50lGexcSNOUVhYGcO0UG86u/+ED01zgCbyFvFJomtEFXpIWpCmoj2UCkYLxaEByUor6iowNixY7F8+fLUeT09PVi+fDnGjx+f8zrjx4/PuDwALFu2LO/lyR5Vg/JQOO4qJPcqINehXoEBeW86T42bRIV+cQbj5mM4nkVYSB6g6XEGdd4T+UIOp8atcbMRpwgMxYmIcjM9KCR5VAnGnQTeIcN/J5g7dy7uvvtu3H///Xjvvfdw0UUXIRaLYcaMGQCAadOmYd68eanL/+AHP8DSpUvxi1/8AmvXrsWCBQvw5ptvYs6cOX49BGOpFpAD8jfqVL36Q5QgBeQqPo9N5vTrZScYl4XBeDAwHM9Dl4A8HklIvw9ViAwGGTKSF0RMjTMUJ3JOVD+0StPjZA5TqlVEby7qRd94aGeZEsF4EKbAnTr33HOxaNEiXHvttTj88MOxZs0aLF26NLXp5saNG7F58+bU5Y8++mg88sgjuOuuu3DYYYfh97//PZ566ikcfPDBfj0Eo6k6Re6EqOlxp73bqtEpIJeJU+P+YzBOXuJuZgVURzo8r2yIR3p8n1Cl4PBrarw+3I6WWLUv9w3A9macTr4nRQXjRERUnJWNOUM7y/giBSkTilNxc+bMyTv5vWLFil7nTZ06FVOnTpW8KkqXDMhV2bzT6Uad3eHuopOtVjbmNAU36SSR39NOpsb9DsYZigdPMH66u+B6gtzwehWvwzuGhRQUfK4TUS7sHTeLH9Pj+0ZasG+kxfP7VQGDcSI5VJokl12xEhQ6hIOyusdNmhrX8bEwGCc/MBy3wOuNOrkxZ2F+hYaiN1ZM8ekFFHaNy+P2ucJgnEgcVqsQ7ZEeiqsYkMusVPE7GGeFCgWBzgG5lXoVNxPNOmzKmc1NSKhyvYoqz9MgsPsCBoNx8gvDcYtcBeSGT4+TflQIxlVYgxV2K1UYjBMR+cNK8Oh3QKqaIEyRq9AvzlCcgkSVKXJZAXkhpvSOpzM1IM9Hx0lrVTEYD4477rgDw4YNQ1VVFcaNG4dVq1YVvPzjjz+O0aNHo6qqCocccgiefvrpjH9PJBK49tprMWjQIFRXV2PixIn417/+JfMhMBy3Q9WA3K9NOf0M8UTct64hpNfvZCBvcONNInk4PU4q86papVAIbmpArkIozmCcgioZkvsZlMsIyIPYhx2kgHx7W43n96krkRVGDMb19dhjj2Hu3LmYP38+3nrrLRx22GGYNGkStm7dmvPyr776Kr72ta9h5syZePvttzFlyhRMmTIF7777buoyP/vZz/CrX/0Kixcvxuuvv45wOIxJkyZh1y55xxOG4zZ5FUzqUK3S5X1NJpF7NjfjtENa9Q4RURr2jstTrNYj2qrGpnMymBaQqxCME6mqb7W307F+BuWhcNzTHvJC0+M6Vqsk+RWQy6DKBrKkBgbj7txyyy2YNWsWZsyYgQMPPBCLFy9GTU0NlixZkvPyt912GyZPnoxLL70UY8aMwQ033IDPfe5zuP322wHsnhq/9dZbcfXVV+PLX/4yDj30UDzwwAP45JNP8NRTT0l7HAzHHeDkLlEw2K1UcYoT40TycXo8GHQNJP3YmDMX0wJyv+j6PKRg6VfTljp5ya+g3E5Azulx8ZwE5H59njk97i2/p8Ypt507d2acOjp656CdnZ1YvXo1Jk6cmDqvtLQUEydOxMqVK3Pe7sqVKzMuDwCTJk1KXf7DDz9Ec3NzxmX69OmDcePG5b1NERiOe4nd40QpLbFqv5egBAbjROQEp8fJDjuhtwkBuZ9T4wzGSUfpQbmXYbnXIbmdKXI3/eMmdo8D6k3Yuu2IL4QBuVoYjOdX1laGspjAU9vu36GGDBmCPn36pE4LFy7sdd/btm1Dd3c3Bg4cmHH+wIED0dzcnHO9zc3NBS+f/K+d2xRBXr+A4aojHWiPVvq9DMe6IgzliERipQqR+iK1u4TUYpTUdhWt3ygmXtfte+0DqWVbNIKGCH85c4vBOJF76QG5FyFhekDuReVFKBxHPOYuConX9jjqxO4Kqxcy21Eec14PE4qp88JBLFalxMaxunP7veTXxqtJOn8vytbU1IS6urrUx5WV+uafVmgdjteH2/P+mwlTqfFIj+Vah3gkwXCOAsf2C1QS+8ad4AtUZJq9wlGEwrlrR1SpjRAVkFNwRVurhNX0qGrfSAs2Ruv9XoY2GIqTyUwNyq2Eet3hbpTF8r/g5jQg150pAXkx29tqPK8dMkmx7x+rODXuj7q6uoxwPJeGhgaUlZVhy5YtGedv2bIFjY2NOa/T2NhY8PLJ/27ZsgWDBg3KuMzhhx9u92FYpt1P8vpwe+ok4nJuOOoeZ7WKMAwWnZH5PWESr/rGZSqP5j8Rea0hEi140o0K3eOsVsmtWFBZbLLY7bsC3JDxIpIJNSlW+TE1zmCcgsTr6hXZ/eRWKlacVneICoDLo4miJz/4vUGnzEqVdKxXkcfKC0syg3FOjbtXUVGBsWPHYvny5anzenp6sHz5cowfPz7ndcaPH59xeQBYtmxZ6vLDhw9HY2NjxmV27tyJ119/Pe9tiqDWGGUefWp2IRR2/kM/PQwUPVGue70KEbnn5F0bsgJqq7ebvFyXGsO8RKmA3IsJc5XqVYhM0BCJuv7edfu9xGCcyFt+TZSLniZ3WwvhZHpcdLVKdkDeFfHmHeW6T5CzWoXIvblz5+KCCy7AkUceiaOOOgq33norYrEYZsyYAQCYNm0a9t5771Rn+Q9+8AOccMIJ+MUvfoHTTz8djz76KN58803cddddAICSkhL88Ic/xI033oj9998fw4cPxzXXXIPBgwdjypQp0h6HFuG4SMmg3NfalUjccr2DnWoVItKDjGDc6W2mX49BOanAq5BclXoVt93jXbUM6Pwgs1pFle5xkdUqsr/XGIwT+SsZlOsakicnyPOF5E7rIeJhd5OvTqfCk9fzIiR3E5DrgvUqhTl5gcnvqXES59xzz8Wnn36Ka6+9Fs3NzTj88MOxdOnS1IaaGzduRGnpnq/30UcfjUceeQRXX301rrzySuy///546qmncPDBB6cuc9lllyEWi+HCCy9ES0sLjj32WCxduhRVVRKrtqTdsuLqw+3CAnJVpsft9o5zU06i3Oy8IOV317/I7+HyKFDaKe72iNzwcpLcDRU252RAbhYVgnEAnneO6/RODH6/EeXWr6bNsxqKcHiXJ5t3JhUKyAtNj+cLyK1Mj3dFSlzVpngZkjuhwvS4VQzIvSU7GGelilhz5szBnDlzcv7bihUrep03depUTJ06Ne/tlZSU4Prrr8f1118vaolFSR9JvuOOOzBs2DBUVVVh3LhxWLVqley7tIzdy+75OWnKKVdnTNisFtB3M07RYTbZZ/e49Pjjj2P06NGoqqrCIYccgqefftqjlXpPxWO2zKBQ1OQv+8eJgoPBOKlAxeN1kh+d5KIU6yAv1HMdr+0Rto50XZES1+G27F5yp0FjoWC80OdTZN+4nRdY2D9OZC6p4fhjjz2GuXPnYv78+Xjrrbdw2GGHYdKkSdi6davMu7WFATmR90wJ6P3EYNwZu8elV199FV/72tcwc+ZMvP3225gyZQqmTJmCd9991+OVy6fyMVvmpp0MyEklqkyN68TLShUG46QClY/X6bycsvUyIHciXwhsp47E1IBcBQzI1cI6FfKD1HD8lltuwaxZszBjxgwceOCBWLx4MWpqarBkyZKcl+/o6MDOnTszTrqojnTYu0LE+kE3HpHzKjQR6YnBeKbs40ZHR/6fx3aPS7fddhsmT56MSy+9FGPGjMENN9yAz33uc7j99ttlPRzf2Pnc+HW8ZkBeHANyfg5IDgbjpAodjtdJJgbkfkyPJwUlIJf9ecyFAbl37G5gS+QFac/Kzs5OrF69GhMnTtxzZ6WlmDhxIlauXJnzOgsXLkSfPn1SpyFDhshaXgaTpsfjEXsHPBHVJKw3IZPI7BsXEWrrHoyHYqUIRQWdYru/VkOGDMk4diR3ws7m5Li0cuXKjMsDwKRJk/JeXld2Pzd+Ha8BBuRWMBwuzo8NHHXidd+46oIYjIdayxDaKfDUyu85EXQ6XicxIP/v+QKmxwF1+8PtUrFrnAH5bna7/O1uxlmIF1PjOr/LgeSRFo5v27YN3d3dqR1KkwYOHIjm5uac15k3bx527NiROjU1NclaXi8iAnLb0+PkGAN5fYmoVNG1b5zkaGpqyjh2zJs3L+flnByXmpubbV1eV3Y/N34erwF5NSsMyPWn8+NmpYp9XrzIEcRgnNSl2/E6SdeAXDRRgbCbgFyX6XG/MCAXJ98GtkQqUioxqqysRGWlzdBLoPpwu7ddyJE4QzvyRUus2qh3TOiAU+Py1NXVoa6uzu9lBIrfx+ukhkgU26JiXy2N1O5CtNXexEwuJbVdSLSWu7qNeF23q/Cvq5bBHpEb/P4h3alyvAZ2B+RehYnJgNzuBGy2UDiedyq2O9ydN/yL1/bYqo7oCtsPlbsiJY6D7vJoQuoEennM/kR8kh+VKtlisSrLL7Jsb6vx9MUfk7FrnPwkbXK8oaEBZWVl2LJlS8b5W7ZsQWNjo6y7dU3VwFD13nFOcnvH9tS0QkzaiNNupYpbDMbdc3Jcamxs1O445oSux2xAzrQtJ8j1JPKxun1hwy6VpsZZqbIbg3FSkc7Ha8DbCXJAzBS5qvUqgNoT5LrjBLmZdH9nA8kjLRyvqKjA2LFjsXz58tR5PT09WL58OcaPHy/rbn2nQrWKH73jXhK1Xt0eN8lnp2/cSwzGxXByXBo/fnzG5QFg2bJlxh3HdD9mMyAvLAgBeRAeoxcYjO/GYJxUpfvxGvA+IBfBaUBul0kBeaEQUsW+8VxisSrLITkDcmvyvaOCU+PkN6lJ0Ny5c3H33Xfj/vvvx3vvvYeLLroIsVgMM2bMkHm3rqk6Pa46L8JmBtri6DrFrWPfOMNtdRQ7Lk2bNi2js/wHP/gBli5dil/84hdYu3YtFixYgDfffBNz5szx6yFIo+sxO0mlyVsZGJDnZ/JjE8Fq4C0zGLf6YpOIF5PcYjBOqtP9eO01UR3khQLyfOxOjzvVFSlRbqNOJ0G/lUoVkS9GWKVzQK7imvzktO6HzCc1NTr33HPx6aef4tprr0VzczMOP/xwLF26tNcGIoFmWO94V8TcINDuRL5l0dDu54EPvOwe1zWMz8XLShVTv5/8Uuy4tHHjRpSW7nnd+Oijj8YjjzyCq6++GldeeSX2339/PPXUUzj44IP9egjS8Jjdm0r944CYDnLArPCPwbg1G6P12DfSkvffiEgfPF6rp1D/uF1O+sdT13XRQ26ieCzk6EUNN9hBTqQn6ansnDlzjJyw80M80iOt9kFkqC0rIOfUuByyA3KRobjOfeukjkLHpRUrVvQ6b+rUqZg6darkValB92O26Rt0Au4DcsCcjTrdBONuJ/F1lAzBkyE5Q/HeTPi+oGDQ/XjttXB4l+vNOQFnG3Tm25wzHs5fJeE2IAf87RQvNJ2rS6VKtiBt0inq+0VVbr6/yFxqFuwqwE1YqGPvuGhdEbFhNoNxPek0La5q3zgR2WN6/zggJtjVfeJa9/X7aWO03phgXOSLHAzGicgKkfUqMqlWs2ICu5t0BqHSJN+LRUS6YRpEKTICaBG3qeq6/CR6glpGiK1EMK5AZZGbd1GwUoXIPAzI3dN13URE5B9R3eOF2O3DLjRFLaIb2Y+AXLVOZ9Hhrd2J6iAE5LmIqhki8grDcRX41DftFTdBtO4htk5EhtkygnFWqhCRVSpPjwMMyN3Qbb1knx+bcnJqnIjsKDQ9ni8gd7I5p64BeT6FHqsf0/VOMSDXn2ov4rhR1lqKkMBTWY4aqCAI5qO2yKuNCu2IR6wfNPyuVklnN+QWXctC1ogItZWYGJfIy804icg5BuTW6RA4d9WKW6dqfeMynqtkHYNxouAQOT3u1UaPogJyL0JyVQNHGdUfDMiJzMJwXBIVesedkBlIJwPvQsE3Q3H/tcSqHQXcTq9nhaOpcRuVKir2jbNShch8DMitUXltZJ3IF5eIiFQmcnocEBc6qzRFbgIG5OL4sVGrqi/mkD/US4QoMLLDcq9CcYbv1iTD7kKBt5XLBBkDbiJ/qT49LpKpAblfa/Kj2oOccfPc59Q4UfB4NT0usn9cpOQUuehp8mJBox/hpxeCHJBzM04yCcNxVdjoHZddrcLwWA9ednCnh+AMxIko6FSsVxFFZH2JWzLWoVqlCgBsi/IXLyIKDpPCQcB+vUqhbm3Z/eOyqLy2JJlBrqoBuWnfa0QyMRwvQsXecS+YGpA7fVwq9bcHjUqVKuwbJyKViQx+/Q7IgxKMm0J0wK/ai0ZEZBaR0+NA/oDcbr1KMaqF0F1ha2sydWo8nZOAXFZ4LfO2rSiLlfl233ap9j1F/mE4HgAMdjVgI8xN5+X0uB9Mf3z5sI6FSH2qTo+LDsj9Dsn9YPXrEW2194cwERGpw++APB+v+sfdsroO0cG4m+BVdg2I3YAcEDvd7Xco7lYQXkQhdTEcp7xMmx437fGYznEw7vCFBiIiys3rgDyIU+M6V6uosHbVv75EFGy5AnKn9SqA/wG51WnxIIadTgNyN8G2H6G4SX3jfn8/kRoYjktUHemwdwVJveO7L+9sepyBsvqCOl2tOk5/E5kvCNPjSV4F5EGcVA8SVTe0JSJvqDbV6tX0eD5O61UA/wI93WtUvAh1nQTkSXaCclmhuJv1u6Xyc4fMxnCcijIhIDfhMQSJV1Pj7BsnMl9DRO4rVUEK+3StWeFUsTwyp8bZO05EXtC1XgXwPiBXJRh322mtekCelB6U5zqpSKe+8XScHieG40QGMGl63KTHQkRkh+rT40myQnIVgne7XwORveMq1JMQEZE8outVAO9CvWL3E9QalUL8nMAmInsYjmvMq2oVQO/Ja7dr92xDU3ZlExFpSdXpcdkT0yJDclnBOKfG5VEtzOfXOri2b9+O888/H3V1daivr8fMmTMRjRZ+11BzczO++c1vorGxEeFwGJ/73OfwxBNPeLRiUo3K9SoqBORWgnHdeNWZbWJALvtzp+PzifTHcJws0zkgDwITJq5dPQaJlSokTlmsBKGomFNZjFU3ZB7RVRJeBIZug20VJsaJSF/nn38+/vGPf2DZsmX485//jBdffBEXXnhhwetMmzYN69atw5/+9Ce88847OOuss3DOOefg7bff9mjVwaNqDUSS3/UqbgNyWVQNxnWq74jFqowMyU3DapVgYzqkGhubcjrhdgpat4Bct/W6pXNArvPaiYhU3ZzTK06nyFUKxp1+3kVXq6g2kZ2LDmskNe3cuTPj1NHR4er23nvvPSxduhT/8z//g3HjxuHYY4/Fr3/9azz66KP45JNP8l7v1Vdfxfe//30cddRR2G+//XD11Vejvr4eq1evdrUeonReBuSig72usHfBuJuNSV3dr0fT40mqB+QM8SnIGI5rzm61yu7rBCMgF7FOzypVAs51MC65koabcRLpiyGet3UTVkNyLzb31LlmQ+WQXNV1Afa/5iq9OKOaUBQobxV3Cv235WTIkCHo06dP6rRw4UJX61y5ciXq6+tx5JFHps6bOHEiSktL8frrr+e93tFHH43HHnsM27dvR09PDx599FHs2rULEyZMcLUe0pvo6XFAbEBejKiAXJWNN4sRMT3OgHw3q+vy6vPl1/OL0+PBxZJjyaojHUZOxCaD5/LCdX6+0SXA7yUacv3ugfZoJaoj7qZwvCLke8NBMM5KFSJSXUltFxKt5cJuL17XjdBO796CnAwdy1tzn0/WZAfRDRF/f/FSORgnPTQ1NaGuri71cWWlu98Fm5ubMWDAgIzzQqEQ+vXrh+bm5rzX+93vfodzzz0Xe+21F0KhEGpqavDkk09i5MiRrtZDualeqZIuHN4lPMAMheM5Q8XucHfOgDde24NQa++/V+JhIBQrfF9dYaC8yGUKXdcKFYLxpLJYWd4XGlSVfH7JeDHGLlXDeiKvMSEygB/T40kqhtAqrslrOrwgo8ManVL1RSMikkv0xpw69o9nS06IezEp7ieR1SqFJCfK009e3q/XdKwYosLq6uoyTvnC8SuuuAIlJSUFT2vXrnW8jmuuuQYtLS3429/+hjfffBNz587FOeecg3feecfxbRJ5QeQGncnqFCsVKnbu3w4RlSpuJ8i9nh5P8juYtnv/Xn+eOD1OXuLkuIoicek1ESJ1RdQIA0WH4rpXqiTDZxWnyIUF45waJyKiHHSuVLErX2gtasqc0+Lkh0suuQTTp08veJn99tsPjY2N2Lp1a8b58Xgc27dvR2NjY87rrV+/HrfffjveffddHHTQQQCAww47DC+99BLuuOMOLF68WMhjIH2pPD0OWJ8gF01kWOlXz7hqCj3P8k2W+xGqWwnGddoklSibPgksCRePJIR1Kftds2LUtLiAapV0KtWsCJ0W9+gFJPaNE+nLj1AvUrtL6BSx7vUquhAxoRxtrRL+7gE33Fay6BqK8zluhv79+6N///5FLzd+/Hi0tLRg9erVGDt2LADgueeeQ09PD8aNG5fzOm1tbQCA0tLM4LGsrAw9PQzsaDcTAnJRdAjF3darxGOhvP3wfvF7sjzJr8l6P7mpJyI9cYTSEE6qVXZfT+x0dFfE+6DaqGBcEhUqTFRYAxERBWuqmvbIVclS6BQUJtf9BMGYMWMwefJkzJo1C6tWrcIrr7yCOXPm4LzzzsPgwYMBAJs2bcLo0aOxatUqAMDo0aMxcuRIfOc738GqVauwfv16/OIXv8CyZcswZcoUHx+NmXTqG/eCyA06ZdZOxMN7TkJur7ZH+rS4rvUqlJ9K/fZkNobjJKU+xIuQ3I8gXmft0UpfAmop9+twapyVKkTkBdW7xwGzA3I/H5tX3eNEtMfDDz+M0aNH46STTsJpp52GY489FnfddVfq37u6urBu3brUxHh5eTmefvpp9O/fH2eccQYOPfRQPPDAA7j//vtx2mmn+fUwSEFeb5ioQkAuMhAHvAnF07HaQywVXjBg9zh5wf9nOuXmoHc8HulxHP6JrFhJlx5eu61c8TII971vXHC1SjqvalakBfEa9fE7pUqPPxGZLRkis4JCLNXqVYhM169fPzzyyCN5/33YsGFIJDJ/t99///3xxBNPyF4aUU756lUA/ypWVNxo0w8q1qv4RYVgnIoLtQFlAudCStRo5PUcn+1FtMSq/V6CMfKF2+khoAqT4L4H4x7IDq5FhOWeTKW7CMadvHDEvnEifZlWCyG6ezydSR3NqkzEMyDXS1ctUN7q9yqISEUyuscBOQE5YC8klzWR63cwbmL/uJechOKmTuyzezw4GI4bRsXp8WJUCMSVJHF6PFuxYDs7PPelPzwAE+NEJIZpwbgXOEUuHgPy3lSunWFATiQe+8YLEx2QA9ZCclND8XRuA/IgcjopbmowTsHCAl6VOQxGnW7Oufu65k9NFxL0x59Psjfcr95yt8G4jl3jfNGISG+6hqLxum5lpq/tUnHdKofBXuPngoh0JbN7vNCEspMO8tRlwvlPMqgUjIsQlEqReCyUOjlhJxgv9KKOytg9HgzB+I53KKiVKsmAOGiVEkoG4x5Oj5vKaTAetOc/kSk4NS6GblUrKgbjSXZCYV1fVClGl2Cc0+NE5AenE+SA/4GjyqE461XyExH+c2KcTMJw3FBu6lX23IY/NSuUJcgBOatUiIhSZPaO5xKUqpWS2i6/l5CSK0TWPTDXJRjXSVct0OPdjwIigrzu8SQnATngX0iuciieztSAPN9zJXutsibggxaMs3vcfEyeqKCgBORKTo2nC2JALiAY17FOJV1XJHPDWiIqjFPjcqgekqs8NS6CroG5n6G4m3c+qDw93lXr9wqIrGPfuH3JYDNXoFkoIAe8C8l1CcXTmdI/biXo9qIOxo9gPB62t9kskV0Mx/NQplIlEnccEoqYHt99O2bXrCgfjAeRzxPjpj7XiUymYjAeqd1l1NSs6iF5kGQ/r1QKy014zqsYkDMYJ/Jfdve4rEnyfFPkxQJyQFxIrmMILouf0+OqdZ8HbWI8HafHzabWdxoJJyog331b5k2RaxWMB2F6XGAorvvUOBFRLl5Xq+SiUh+56VPjVqkQlpsQiqdTJSBnKE6krvSwXHRQ7iYgBxhuZ9OxXkWVYDzIgTgFB9MjHbgMROMRcQfGeCShV6BcgJaPw+QObgbjOXWpNwxLpKSGiJodRDJCShU6suN13b4H037fv8qirVUZJy/ux0R+B9N+3z+RU0GsVAmHd/WaLHcrXxjbHe42oibEa25DXi/Dar+D8bJYWepEe3SF/V4ByWJw0uacMpUqAomcIN99e/pWrWgZiqdLhsimTJELDvzdPs9VfE6ze5zImmRArmLFiqn8qFphKG5fenjt9gUbL4Nwp++SEPl89GuCnME4kZ6SAbmoSXKnG3WSHLInyP0MxWU9l0T04LNvnGRjOJ7FxGA8SXRAvvs29QnJtQ/Fs+lesyJhCt6kifFsDMiJrGuIRJUKyGV0j6tQr5IuX2AtKqRkIC6O3QoWv6bCVXp+ex2QMxgn0l84vMuzgBxg9YVVIjbnlBWQ+xGMy37eyN4g1g/sHjcTw/E0SgfjLjbm9EJ68KxaUG5cKJ5Otylyic9hEcG4as/dbCYE5OVRoExQI0Rph5jbITOpFpDLoFpAngtDbfWpWImi4vM6GVjLDskZjJPuglipko/IKfJCATnAkNwOFQNyL4NxL54jJobiZDY+Y/9L6WBcIJH94/nvI5Fx8ovf9++paEjpF09kr8/kiXEick6lHnJZGySW1HYp0UGuK37u1OM2GJdd8SMzvGYwTmSmZB+5207yUDheNJBlH7k1IgJiEYF2PBbyLBj3qkM8CME4u8fNo3Ca5h1tgnFB0+My6lUK319mQC1rOjcwQXghqkySexjUBy0YN2F6nMhLQZggB/SYIqfc0r9uQQ/rdXkOy5giZzBOFAy5AnK7k+XFpsgBTpJ7Jfl1sDtFbtqkeJKMYJx94+QFhuMBlZwg9yNYLBZiFwrPGYBblCuclhmY+zS1LvL5q3qlSjoG5ET2qBKQy+geT5cMVnUJGIMu19cp39cuCKG5js9bUV3kDMbJFKxUccZJP3kyjLUSkjMgz01EvUpS9tchV1judae47qG46tg9bpbAh+PaTI0nCe4e93qK3AoG4JIUet4UCs4VrWtR7XnrNQbkRPYkK1ZUCMllY0iuNidfl+R1TA3JdX6uup0iZzBORIDzfnJOkbsjMiBP58fmmkkMxYnsC/QzWbtgXJJ4pMeTLnJSWLITPNdJQaKDcZ2mxtN1mZ/xEQnndw+5rO7xXJJ95OwlV0Oitdx1CJy8DZ3D5GwiH4vsvvFCumrtBd12L++1ilbxJyIqzkk3uZUucoB95PmY8qKBV53iwO5Q3ItgXPVKFXaP27N9+3acf/75qKurQ319PWbOnIloNP/fZhs2bEBJSUnO0+OPP566XK5/f/TRR22tTc3kywNaB+OCp8eTVJwiJ0rH52dvyYCcU+RE+pBdr5JProDcpJBVZTI+z7p3lZv63MsOvNMnylUOw4ncYqWKWE6rVqxMLLNqxSycFCddnH/++di8eTOWLVuGrq4uzJgxAxdeeCEeeeSRnJcfMmQINm/enHHeXXfdhZ///Oc49dRTM86/9957MXny5NTH9fX1ttYWuHBc61A8ncSAHGAISeqR9ZzUdWo8G0NyIutU6CBPTpD7EZKnY2BuBp2CclnPLz+nxgthIE5ETjmpWrETkAPmTE27JateRTYvvn5+BuLxsB7T4yZ2j+/cuTPj48rKSlRWVjq+vffeew9Lly7FG2+8gSOPPBIA8Otf/xqnnXYaFi1ahMGDB/e6TllZGRobGzPOe/LJJ3HOOecgEsn8W66+vr7XZe0ITALaEqs2Jxj3AKtWSBWhaCmDcRu6IqxbIbLC73qVJC9rVqxiFYtYXr/YoHLtStCCcaKg4NS4XE5qVqxi1coeurxQkKxPkbneZG0KJ8XVVx4TfwJ2T2336dMndVq4cKGrda5cuRL19fWpYBwAJk6ciNLSUrz++uuWbmP16tVYs2YNZs6c2evfZs+ejYaGBhx11FFYsmQJEgl7exkaPzludCAuaXo8XXpAzmly8gqfa+5xkpyoOBUmyAF1pshzSQ/IVQ1cVebn50yVaXLZnwMG40T+YjDuDbs1K1YnyJNYtbKbqhPksr82KofgnB73R1NTE+rq6lIfu5kaB4Dm5mYMGDAg47xQKIR+/fqhubnZ0m3cc889GDNmDI4++uiM86+//np88YtfRE1NDZ599ll873vfQzQaxcUXX2x5fcaG40aH4uk8CMiTWLlCsnn53JI5Nd4VUSeUTp8iV2VNRCpRJSAH1A7Jgd4BK8PywlT6/HgZlKv0uImITGK3ZsVJQA7oM0Eti0oBuezpcKJ86urqMsLxfK644grcfPPNBS/z3nvvuV5Pe3s7HnnkEVxzzTW9/i39vCOOOAKxWAw///nPgxuOqxiIt0fdvbpiiYcBOcBpchLP6+eRiXUqVjAoJ9KD6iF5kgl95YnW8sDVx2R/jdw8fr+/3pwaJ/IXp8b9YWeK3G5ADiAjGA56UO4HBuK9cXpcXZdccgmmT59e8DL77bcfGhsbsXXr1ozz4/E4tm/fbqkr/Pe//z3a2towbdq0opcdN24cbrjhBnR0dFieeNc+HFcxEPeFxwF5EoNycsLP50pQg/Fs2b3kDMspyFSaHk+nS0iejtPlu9l53NkBb7zO22m1QlPlKn/9GIwTUZDZmSJPdpDbDcmB4E6T+zE9zlCcdNS/f3/079+/6OXGjx+PlpYWrF69GmPHjgUAPPfcc+jp6cG4ceOKXv+ee+7BmWeeaem+1qxZg759+9qqgtEuHGcYXoBPAXlSrg08GZhTkgrPBQbj+SXD8u4Of9dB5BdVA3Igc9NOnYJyQK+wVRQ3wXiu87wMy3X5+jAYJ/Ifp8bVIHuKPCmI0+ReBeSyPp+mBeKcHtfbmDFjMHnyZMyaNQuLFy9GV1cX5syZg/POOw+DBw8GAGzatAknnXQSHnjgARx11FGp637wwQd48cUX8fTTT/e63f/7v//Dli1b8IUvfAFVVVVYtmwZfvrTn+LHP/6xrfVpEY7vaKtCGfT6Y9A3kf/uTO1jSJ6OgXlwqfZ1ZjBORCbQOSgHuMFnOqsBb/JyXk+Uq4rBOBFRJq8C8qQgBeUyA3JOilPQPPzww5gzZw5OOukklJaW4uyzz8avfvWr1L93dXVh3bp1aGtry7jekiVLsM8+++CUU07pdZvl5eW444478KMf/QiJRAIjR47ELbfcglmzZtlamxoJKonn8xR5IbkC8yTVAlWyRuWvm1+huEqbchJRcapOjRcSqd2lZUCepEpQLrJ33OrjcBLwMiRnME6kCk6Nq8duQA44q1nJFoSgXHRAzlDcOU6P661fv3545JFH8v77sGHDkEgkep3/05/+FD/96U9zXmfy5MmYPHmy67WpmZ4awpPNOAtRbIrcikLBeZLKQWy6ULTU0uPRhS6f93ScFieiYnQMxdPp2EueSzKc9iskdxOQ212z24A3/fpBCsoZjBP5j6G42uwE5ICYKfJ0JveT53pMdgJzLz4npgfjRDLpk5qScxqG5IW4CZy9Dnh1CMh1DL2LUSUU5/Q4kbp0D8Wz6V63kuRnSG4nIHe6PtEBb1CmyRmME/mPwbgenATkgJgp8qQgTJMD6jy2oIXinB4nGYL1XeQh36fGc4nE9wTlARWP9Eg95eJF+ByKljo+mSQULVEmGCf9bd++Heeffz7q6upQX1+PmTNnIhot/GrH+vXr8ZWvfAX9+/dHXV0dzjnnHGzZssWjFZMV26IR44LxbJHaXRlhuY5KaruEVZ3YkWgtt3RyQmbAG9pZZmSAbOrjItINg3G9hMO7EA7b+z0gGZKL1h3uznsid0KtpYELxolkMWOUmOxJD8gNmSZXRTzSkzNwNi2EVo3KgTinx/V1/vnnY/PmzVi2bBm6urowY8YMXHjhhXl70mKxGE455RQcdthheO655wAA11xzDc444wy89tprKC3lzwE/mR6I52LCNHmxgFyXTT29CnhNqlxhKE6kBgbj+koG5H50kVuRKyBXZRpbZQzEOT1O4jEZlUDJqfF8GJQLly8gJ7FUDsRJf++99x6WLl2KN954A0ceeSQA4Ne//jVOO+00LFq0CIMHD+51nVdeeQUbNmzA22+/jbq6OgDA/fffj759++K5557DxIkTPX0MtFsQQ/FcTOkmz5YrPFctMPcr5NW1coWhOJE6GIybwe8ucjuyA3OG5XswFCeSh99dtEeydoX1K66p3jOuq2Rtim7BeBezOal27tyZcero6HB9mytXrkR9fX0qGAeAiRMnorS0FK+//nrO63R0dKCkpASVlXteIK2qqkJpaSlefvll12sie4JQn+JEsnJF99qVQpKVLH7UsmRTIejVqZpEl3USBQGDcbPYrVqRVbNC9rE+Jbd42O8VFNelwRppN36HCabV1HgxDMvJZ+lhuG6BOOVWHttdMyPk9N+3qQ0ZMgR9+vRJnRYuXOh6nc3NzRgwYEDGeaFQCP369UNzc3PO63zhC19AOBzG5Zdfjra2NsRiMfz4xz9Gd3c3Nm/e7HpNZA1DcetMD8kB/7rLAfWCXpVDcpXXRhREDMbNZSckZ0DuL4biRN7hdxpZlx2WMzAviNPj9pkchnN6XJ6mpibs2LEjdZo3b17ey15xxRUoKSkpeFq7dq2jdfTv3x+PP/44/u///g+RSAR9+vRBS0sLPve5z7Fv3AMMxZ0LwjS511QOepNBtBdrTL+vQiciUgeD8WAwPSDXOVRmKG4dp8dJFJZMC2LUxLgd+QJy9pdTEaaF31YkA3Ju0ClWXV1dquO7mEsuuQTTp08veJn99tsPjY2N2Lp1a8b58Xgc27dvR2NjY97rnnLKKVi/fj22bduGUCiE+vp6NDY2Yr/99rO0PrKPgbhYJmzimUtJbZcnXeS6Bb3Z683XT67b4yIiZxiMB4vVLnI/O8idSAbLodZSxGv1GFhjGO6cDptzkvr0+QmnsMAG44XkCs0ZmAdSEEPwYhiS+6d///7o379/0cuNHz8eLS0tWL16NcaOHQsAeO6559DT04Nx48YVvX5DQ0PqOlu3bsWZZ57pbuHUC0Nx+bInyU0Ky2VwGiCXt+7+b1etwMU4xBCcdPSTn/wEf/nLX7BmzRpUVFSgpaXF0vXee+89XH755XjhhRcQj8dx4IEH4oknnsC+++4rd8EKYigeXKYG5CpjEC4eA3Jyi9+VLrRHKxmM25GrloXVLMbIrkQxsRpFNFatqGvMmDGYPHkyZs2ahVWrVuGVV17BnDlzcN5552Hw4MEAgE2bNmH06NFYtWpV6nr33nsvXnvtNaxfvx4PPfQQpk6dih/96EcYNWqUXw/FOKxP8U96/YqONSwyu8edhMrlrXuC8fSPs09EVFhnZyemTp2Kiy66yPJ11q9fj2OPPRajR4/GihUr8Pe//x3XXHMNqqqC9yIgg3FStWKlLOb+BVu/g+hkRUr6ieTQoWKF1MWX/hxiKC4Qq1m0wsBbLE6Rq+vhhx/GnDlzcNJJJ6G0tBRnn302fvWrX6X+vaurC+vWrUNbW1vqvHXr1mHevHnYvn07hg0bhquuugo/+tGP/Fi+cRiIqylXQB60CXO7wbjdwDv98ipMlxOp5rrrrgMA3HfffZavc9VVV+G0007Dz372s9R5I0aMEL005TEYpySTJ8i9rFdh+O0vTpCTU3r9VFMAQ3EPZYfmDMs9xyDcO+lT5AzK1dCvXz888sgjef992LBhSCQSGefddNNNuOmmm2QvLVAYiutH5cBcdPe4nWBcxBS4ShUsRE7s3Lkz4+PKykpUVnr791VPTw/+8pe/4LLLLsOkSZPw9ttvY/jw4Zg3bx6mTJni6Vr8xGCcsqkUkDudGs8XTosOyBmCq4sBOTnBtNECBuKKYI+5VAzC1cGgnIihuGlM7C+3GozLqEbhNDnJVtGaQFlHovgFLeru3H1bQ4YMyTh//vz5WLBggbD7sWLr1q2IRqO46aabcOONN+Lmm2/G0qVLcdZZZ+H555/HCSec4Ol6/PCf9hqUMRunHOwE5AC0myK3Qvfg20kwbFolSZAC8vJYAmVd4o7XpZ3ibksn5v0kE4SBuCbSA3MG5bYwDNcDg3IKGobiweC2r9xNuO52etzraXGr98GQnHTQ1NSEurq61Mf5psavuOIK3HzzzQVv67333sPo0aNtr6GnZ/f06Je//OVU9dnhhx+OV199FYsXLw5EOE5UiNWAHJAzRS6iazyXfNPjuoThMsPe7Ns2LSwnKoZpYhoG4ppjUF4UA3G9MSgnkzEUJzvSw3Uvp9BVC8Zz3R9DclJZXV1dRjiezyWXXILp06cXvMx+++3naA0NDQ0IhUI48MADM84fM2YMXn75ZUe3SWQavwNyWXQJwgF/J5+T961zSB6k6XFyT4+fYBIxEDdUMihnSM5A3FAMyskUDMVJFyoH47numyE56ax///7o37+/lNuuqKjA5z//eaxbty7j/Pfffx9Dhw6Vcp9EOvIjIJc1Na4L1cJc3UNyBuRkVeCSQ4bhARPQkJyBeLAwKCcdMRQnUSK1u2xPj4vemDOdn8E4URBt3LgR27dvx8aNG9Hd3Y01a9YAAEaOHIlIZPexZvTo0Vi4cCG+8pWvAAAuvfRSnHvuuTj++ONx4oknYunSpfi///s/rFixwqdHQaQmnSbIdZoKT6dDeKtzSM6AnKwIRGLIQJyCFJIzGA82BuWkOobiZDKVgvHyVk6PUzBce+21uP/++1MfH3HEEQCA559/HhMmTAAArFu3Djt27Ehd5itf+QoWL16MhQsX4uKLL8aoUaPwxBNP4Nhjj/V07UQ60Ckg14WuYa2uIXlyvbp+3kk+o39qBTkUr450eHI/2n2ODQ7JGYpTtmRQzpCcVMBQnGRyMj1uh5VKFZWC8SQG5BQE9913H+67776Cl0kkEr3O+9a3voVvfetbklZFZBYG5O6ZFMzqHJKb9HUgcYz7iaVdWOuSVyG4m/tX8msSiRsTkOsaissObLuYw6Vwmpz8xFCcyF8MyImISAQG5PaZHsSGYgzIyQzG/LRSMoCVxO9A3K586/X9a6b5FLnKobgKAWy+NQQ9NOc0OXmFoTh5Tdb0uK5T40REFDz9atp6nbe9rUbY7dsNyAEEJiQPauCa/rh1CcoZkFM27X9K+R6wekS3QNyKXI/Jl6+nhlPkqgTjOgas6WsOclDOkJxkYShOfpJdr5KLDsE4p8eJiMyXKxjPdb7bsNxOQA54M0Xu52acDFn30CkoZ0BO6fRKBNMwFDdT+uP19GusUUDuVzBuYojKoHz34zbxa0v++CwWQZm44SQi31mZGtcFA3IiIjPlC8ULXd7EgNxrDFYL0yEo50adlCTl5bUNGzZg5syZGD58OKqrqzFixAjMnz8fnZ2dQm6fwXgwVEc6UidPJGtWFOZlMF4ezTyZLiiPM5egvjBAu8k+ZhN5LVK7y9LlSmq7XN+XDlPjRGQGHq8pW7+aNtvBePp13QqHrR1vk5I1KzoLxfacyByqhvfkHSkv3a1duxY9PT347W9/i5EjR+Ldd9/FrFmzEIvFsGjRIse3G5RQHGAwns2ziXKFJ8i9CMaDGg6nS34OghYYJx9vKX/0BI6sYzZRPg0R6wcb1vSIxelxIn3xeE3pRITbfkyQ64yBuHPJz53KITRrVoJNSgo4efJkTJ48OfXxfvvth3Xr1uHOO+8seODu6OhAR8eeZGbnzp2p/2cwTknJz4+054SCAbnsYJyhOCUF7UUBcnbMLnS8JsrFTiCefT0G5GJlT7szLCfSA4/XBIgJxXPdnpuQPAgBOUNTMUIxBuSkJs8SwB07dqBfv34FL7Nw4UJcd911vc7fFatEabWslamFwbh10kNyRcgMxhmK51ceZVAsQ0W0B6HyHiG3Fe8SczvUW7Fjdr7jNVGS0zBcJcX6xk2pVGFYTqQvHq+DRXQwnn3bbqfIiaxgQE4q8mRL3w8++AC//vWv8Z3vfKfg5ebNm4cdO3akTk1NTV4sjzQnpZdcg/5xN4Lcr20HP0cURFaO2TxeU7aGSDTjJPq27bLaO069mRL6E5mOx+vgcNMtbvd+nLLaP65j7ziDUvFU721XObwnOWyF41dccQVKSkoKntauXZtxnU2bNmHy5MmYOnUqZs2aVfD2KysrUVdXl3EKEk6Nu2Pi50/01DhDcaLgkHnMDvrxmnaTFYYHTYWCYXR5K0NyIq/weE35eBWKZ9+nU3Y36NSBygGuCVT+/MbDDMmDxFatyiWXXILp06cXvMx+++2X+v9PPvkEJ554Io4++mjcddddjhYYFCYGu34QWrWiYPe4GwzFnWG9CumKx2yShWG4O7nC8FzndSpQb5IMyFm1QiQPj9eUi9ehePZ9O61YMal/XERwW57nNroYuqawZoVUYCv569+/P/r372/psps2bcKJJ56IsWPH4t5770VpqScNLkQAdofkuneRi5oaZyjuHgNy0hGP2SSKCmG4ahtz2p2qdjIdXtGqRkAOZD5eBuVEYvF4Ten8DMXTyQzIQ+E44jG1h9DchKH5AvFil2Fgri4G5OaT8hNp06ZNmDBhAoYOHYpFixbh008/Tf1bY2OjjLvUmi5T4/XhdluXb4n5u4uqkIBc8+lxBuNEVAyP2ZRNhTCcdlMpIE/iNDmRP3i8Np8qwXgSJ8jtsRKKW71+0IJy1afHAQbkppOS+i1btgwffPABPvjgA+yzzz4Z/5ZIJGTcJQlkNwR3cjteBee6TpCLmBr3Oxi3e/+qT2ZzepxMxWM2AQzEVaZiQA4wJCfyGo/X5lItFE+XXJuTkFzXgNxJAOo2GM93e0EKyRmQk5+kvA9r+vTpSCQSOU+USZWp8fpwe+rk9f3Jvk/Xn+OIfjtqexmMJzf5zD6JuB3VqLgmIrd4zA4ubqjpDRU33BQpuXln0DfwjNd1p05EMvB4bR4/Ntx0yuk6ddukU4VgPPu2k6cg0CF4Vi3AL48mUNEq7lQeDeYxRd++CHLNqyDciuRaZE2U6zRB7nZqXHaA63XwnsSpbSIykaxgOlc/N0Nwf3TWug/IVZ0ezxbUbvLsQDz749DOMi+XQ0Qa0CUUT+emZkUHqgXjhe7L5IlyTpCTHxiOB5BKoXi29LWJDsp1CsidkhVcqzAxzaCciEwjM6xmEF5corU8778xzHQvKEG5lUnx9MvwuUUUbDqG4umcBOS61qsU4+c0t+m1KwzIyWsMx33kR6WKysF4NhnT5I4Dcg025pQRYKsQiueSXJcfITm7x4lIBIbXFCTlrWYG5E4qVHQJyit29CBU3iPs9uJd4m6LSEe6h+LpREyQh8JxxGO9/77uDnejLOb9z0a7IacqNScmh+QMyMlLaqd9JIxOoXg22ZUrKnFaqSI6xFY1FM/mZ0hORETkJV2qVfIxbQNPEd3iugTlRE4VmhbWrYvaDZOC8SSTKlZ0DcbTmRqS6xKQAwzJdSdlQ05Si87BeDpRj0OVTVBVpOpGmMXouGYiCi5OjVOQBX3jzny4mSeZIBaryjhZuazJdNpw0wk7j03VF0NMCMbTmbh5py6hs+ohPhXGcNwnXgS09eF2Y4LxJFGPydHnPxJ3fb8yiAqGdQ+YdQ32iShYGIwT6R+QywyxkyE5g3LSSRCCbrtMDsXTBeVxAnqFzjqt1QoG5CQbw3FDmRaKZzPx8TmpVBERBpsWKnvxWEz6fBGRd0wNxveNtKROJFeF5qFyOl0Dci9DawblpAOG4plMnxbPRdfHq0vg6pSJU+Q6YECuJ4bjBjIxOM7F7ePUvV5FVDBuItMCfyIiFeUKxBmQ56ZzV7hMugXkfobUDMpJRQzGM+kaEoug22P3sk6lPJpAeTTh/AZcMiUg1+nFDAbk+mE4bpigBONJQXu8ojA8JiLylmlT416H4Nui+u+8LCogN2l6HNAvIFdBvK4b8VqG5OQfUTUqqvZQ2xXEaXERQuHctaXdYbV+vjkNl7ND8eTHfgTlpkyRMyAnWRiO+0DWxHJQg2I3j9v210LR3nHKTeYLAHxxgYisMikYt1KfosL0eLRVzWlGkQG5SSE5A3IifYiaFjchGGconkmXz4WdgNVNMF7s3/0KyXXHgJxkCPm9ACIR6sPtaIlV+70Mx+z2jbsJZoMW6pZHgS79Bw6JSFOmBOMqBN6m6KwVF2yn3w6rW+RinQkRg3FAnwBYReHwLilVPKFWtWY+7YTeyct2RezvP+ZUMiDv0ji4DcX0CZ7jNX6vgKxgOG6IoE6Np3MakFdHOtAerZSwIvUELRhPYkBORH7QPRhnIJ5fV627aWeRAXlS9u3ZDcuT1/crZC9v3f15JSL1sFucobjXusPdKIuVCb9dmVPjbibBGZLbp1NATupjOG4Av4LxxrC9v+qaY/L/4tF9gtwKpwF3UINxIlJXtLUKkVp9p8dMJSIU3zfSgo3Rete3I0uitdzvJUgJyNM5vW0/p9EZkBOpR3QwrtvUOENxe/rVtGF7m/VR2VA4jnhMvVjKy2A8+3a8DMgBvUNyBuQkino/hQwnum/cy2Dcbhhe7PpehOW0mxfBeGVrj63Ld9R6+/Y3To8TqSG7C9rUgFzHqXFVJ8VN2IwzH9kBuVt+T5MTkb+CHIwzFA8uv3u5/ZgiB/QNyRmQkwgMxzXmRTDuNhC3etsig3In0+O2qlUicSDKbx3AfiBe6LpehOWiA3IG7vZV7OhGqFxMb2tpF/tfdVFsc0TTAnIG43tuU+XpcVUkg2eG5LupOD3OvnEKoqAG4wzF1SG6WkXWRo6yNtb0Y4oc2B2SMyCnoGHCRznJDMUL3Z+okFynehU7m3E6mQAXPTXuJhC3cruyQ3IG2kTyFQvDTcZg3H+6Pv9UnyIHvAvJVQzIiYIkiB3jDMXF0blaxa86lWK3zyny4pIvfjAkJyfU2taXLJM1Nd4YbvU8GM++fxJHZDBe2dojLRj3436ISLxYa6W2waQIugXj+0ZajAvGvSQjvNWlvqSiVX6Q72bDUyJyTkYwrvrUOINxUp3sED7v/fpcMeOErHcIkHs/+clPcPTRR6Ompgb19fWWrjN9+nSUlJRknCZPnpxxme3bt+P8889HXV0d6uvrMXPmTESj9v4uYzjuIdF946KpEkyLWofdFxBU//rYJToY95rMkJybkxJR0DEUJxFUn3QXJbSzDKGd4t7aT6SqoAXj/WraGIwrrjssptbKSmCq2tR4rvvzIyQvj+kXkjMgV1NnZyemTp2Kiy66yNb1Jk+ejM2bN6dO//u//5vx7+effz7+8Y9/YNmyZfjzn/+MF198ERdeeKGt+1DjvStki4ypcVWC8aTGcCs37MziV6Dr9xR3ZWuP55t32sGaFiL3TOgb12Vq3MtQXETfuMmbcZqiolXexLtq9SrJgJwd5GSiIAXjDMTVo1K1ihV+TXIn75td5MWxh9ydnTt3ZnxcWVmJykqL+/Tlcd111wEA7rvvPlvXq6ysRGNjY85/e++997B06VK88cYbOPLIIwEAv/71r3Haaadh0aJFGDx4sKX7UDdxIs+oFowniah48WLTUlOpVG8iYx2cHidSA4Nx73BaXDyVgls/yZwgV7FehZPkZBoG46QyUdPjheg2Ge3nFLlOgjBBXtEaR8VOgafWOABgyJAh6NOnT+q0cOFC3x7jihUrMGDAAIwaNQoXXXQRPvvss9S/rVy5EvX19algHAAmTpyI0tJSvP7665bvQ5+X5giA+LBX1WA8HafI7XMb/KoSiqdTfYKciOxjMO4dBuN7JFrL/V5CQTpszJmLzAlyVYV2lnGKnLTHYJy8FA7vyvuc02V63M+p8Wx+TJFzgjwYmpqaUFdXl/rY7dS4U5MnT8ZZZ52F4cOHY/369bjyyitx6qmnYuXKlSgrK0NzczMGDBiQcZ1QKIR+/fqhubnZ8v0wafKIin3WOgTjIth5QUHFr5PXVAzGk0SvjdPjRP5hMO4dBuNycXp8D1mhvorT40mcIiedMRgnskelYDzJjylyHSfIgzBFLlJdXV3GKV84fsUVV/TaMDP7tHbtWsfrOO+883DmmWfikEMOwZQpU/DnP/8Zb7zxBlasWOH4NnNhOK4RkVPjugXjuq1XNDshrpvAV+VgPEnFNTJkJyJV+RWMi+gbJ0qnckAOgAG5TzZs2ICZM2di+PDhqK6uxogRIzB//nx0dnZaun4ikcCpp56KkpISPPXUU3IXqxgG46SiUDie83w31SrFQlHdgt58GJAXx4BcvEsuuQTvvfdewdN+++0n7P72228/NDQ04IMPPgAANDY2YuvWrRmXicfj2L59e96e8lzUf88KCadr0KxUvUokDkT57eMXkRUr3FCTyHucGpcvqNPi0VbxYY8VXbViw1tdq1WAYG3QmY0bdnpv7dq16OnpwW9/+1uMHDkS7777LmbNmoVYLIZFixYVvf6tt96KkhLvN7bzW1usEqU1Ym+TwTiZTsWp8WzJNXpVtZIMyFmzElz9+/dH//79Pbu/jz/+GJ999hkGDRoEABg/fjxaWlqwevVqjB07FgDw3HPPoaenB/+fvbuPl7qu8///PNdXcw6IXByJayzR9TJMwu0CkwDzu0rb0pWtwo+wWsgU07QtIa3MJLXMNFsVTVnd2jTbCiUQXROvUHbTm7BhKkfwcKFxzpnD4VzO7w+aYeacuZ7Pxfv9+Tzut9vc6syZi/cMyGfmOc95vWfMmJH37dIcDxlbg/G4Ytdv6saclVFzXoyb2MjOxrb1AjiEYNx9YQ3GYQ5bg32n0CL3zrx583TXXXdpzpw5mjJlis455xx99atf1a9+9auc192yZYt+8IMf6M477/RgpcFGMA4nudEez8TG9nM+aJHDRDt27NCWLVu0Y8cO9ff3a8uWLdqyZYui0cPvraZNm6YHH3xQkhSNRnXZZZfp6aef1uuvv67169fr3HPP1dFHH625c+dKko499ljNmzdPS5Ys0bPPPqs//vGPWrZsmT796U9r7Nixea+NcNwDTsyxNjXcDSKb544XO97D1qDZqXUzFgXwBsG4+wjG/WNyo9kPYZw/noyAPL329vaUU3e386+729raNGLEiKyXOXDggD772c/qlltuKehr1xiKYByFMvXvTDY2tMYH83oWuU0BOeNV/HHVVVfplFNO0YoVKxSNRnXKKafolFNO0fPPP5+4zLZt29TW1iZJqqio0P/+7//qnHPO0Xve8x4tXrxY06dP13//93+nzEC/7777NG3aNJ155pn62Mc+pg984AO6/fbbC1obcyFCxPbWeJxR41U8QHCbnZMjVkrBeBYgO4Jx95kSjDNvHG4zfbxKnM1jVmraelVZ6VzAX9HXK0kaP358yvkrVqzQypUrHbuf7du36+abb845UuWSSy7R6aefrnPPPdex+w4jU0NOgvFw6WscUGVH+veDhKCHQnIvx6zYMmKF8SreW716tVavXp31MrHY4Q906urq9Mgjj+S83REjRmjNmjUlrY1w3AJOtMaDEoyXYnhDl/Z31vm9DOPY2hoHAC+ZHIybEorbINZRldfl+pr6i2r+Oj173HZhnj+erLK9wsqA3A0tLS1qampK/Jzc/Ep2xRVX6Lrrrst6W6+88oqmTZuW+Hnnzp2aN2+eFixYoCVLlmS83sMPP6wNGzboxRdfLHD1SEYwDjdVNvSpr9PduMqmpnOpCMjTIyBHHOG4y2we0WGysLXH8xHmhrkT7XEnmt+0x4H0gtAaNxXBOExHQH4IAfkhTU1NKeF4JpdeeqkWLlyY9TJTpkxJ/P9du3bpjDPO0Omnn57zq9QbNmzQq6++quHDh6ec/4lPfEIf/OAHtXHjxpzrCzuCcWTzzoHcu702NBxUZ6c/m2gXysaRKul4uVknATlsQzgeArTGkQmtcQBuC0Iwbmpr3MRg3M+RKtEOO95khxEB+SE2j1nx2qhRozRq1Ki8Lrtz506dccYZmj59uu666y6Vl2cvTFxxxRX6/Oc/n3LeCSecoBtvvFH/8A//UPSaw4JgHH7qb+hXRSd7OpTCqxY5ATls4v+gXmTFRpyZEfojmRNBf5jb94AbCMbdY2IwHjTFBpi2BLVec2uDTsm+UTZs1umcnTt3atasWZowYYJWrVqlvXv3qrW1Va2trSmXmTZtmp599llJUnNzs44//viUkyRNmDBBkydP9uVx2KCh4SDBOAIjTCNV0vGqDW/T81zZyYz6MKM57iITRqoQICOTILbGTdick9EqwCEE4+4xNRhnI074yaYGucSYFaesW7dO27dv1/bt2zVu3LiU38U39ert7dW2bdt04AABarFMDcUlgnGb5Rqt4sXc8TDzasyKTQ1yiRZ5WNEcN1iprfEwBOOFPsagNvFpPAPO+853vqPTTz9d9fX1Q+aSZhKNRrVs2TKNGzdOdXV1Ou6443Tbbbe5u1C4gmAcpbAppPWSm+1xiQZ5GC1cuFCxWCztKW7SpEmKxWKaNWtWxtuJxWKaP3+++wu2EME4CpHPvHE39DUGr/jlFS9a5FWd9rXIES6E40AaJrT+3RTE1nhcqY+NDxoQ19PTowULFuhLX/pS3tdZvny51q5dq3vvvVevvPKKLr74Yi1btkwPP/ywiys1TxBa46aZENlPMO6DsDV7q9tjqm53902y2wG5bSrbKwjJYSyCcZiov6G0Y7NNIa1XqqIxz0JyWxCQhwvhuEuCHq7CGwS1duLPzVvt7e0pp+5uZ/79/da3vqVLLrlEJ5xwQt7Xeeqpp3TBBRdo1qxZmjRpki688EKddNJJiTmnYRCEYNy01rgNobjfI1WCuBmnWxtYZpIcirsdkjN/fCgCcpiGYBwIHy9CcgJymIhw3FA2jVQZV7c/4wnwA+1xc1W396q6zaFTe68kafz48Ro2bFjidO211/r2+E4//XQ9/PDD2rlzp2KxmB577DH93//9n+bMmePbmrzU0Gj/B8ME4+bYF2UDB69kCsIJyL1FQA5TEIyjGH6NVIHzvAjIbQnJCcjDgd0NXBCm1niuADz59292DXdlDc0NHWrtZLinaarbhn7drWdYeN70sTGnd1paWtTU1JT4uaamxre13Hzzzbrwwgs1btw4VVZWqry8XD/72c/0oQ99yLc1IX8E43BSb6O9IW2y6vaYeprc3azLDfHn3rb572zUCb8RjAN2qO44HGD3NDp/nPZiw05bNutkk87gozkeQF60xotphtMkN4Ob88ar2/oTp0y/B5zW1NSUcsoWjl9xxRUqKyvLetq6dWvRa7n55pv19NNP6+GHH9bmzZv1gx/8QEuXLtUf/vCHom8T3iAYBzJzq0HuxfxxGz+goEEOPzQ0HCQYD7Ex9dHEKSiC3PhNDsbjP8dPTmPMyiFB/vsEmuOOc6I1XupIFbeVEnKPq9vvWoMc/so3+I5fzu0WeU3HgLobi//8z4nmN+1x81x66aVauHBh1stMmTKlqNvu6urS17/+dT344IM6++yzJUknnniitmzZolWrVmn27NlF3S7Ch2DcLH1N/YEOK/MNvt1qkFd3uD9fvarDzga5FL5NYeEPk0NxiWDcDdlC8DH1Ue0+YPabmP6GflV0BvfYnE2uADz+eyfb5G63yGmQw2+E48ibU81vvwPy4Q1d2t9Z59v9B1ExjXCvQnIg2ahRozRq1ChXbru3t1e9vb0qL0/9UKaiokIDA+59YwOlM6k1TjAOkxGQe48xK3AbwXh4FNIKLzQgZ964eao7Yo6PW6mKxlwNyCXzQ3IC8mAiHHeQCa1xLzfihBn83jyy1FEp1W39rgXkpbbHnUB73F47duzQO++8ox07dqi/v19btmyRJB199NGKRA79oU6bNk3XXnutPv7xj6upqUkf/vCHddlll6murk4TJ07U448/rnvuuUc33HCDj48E2RCMA+FBQA4cZnooLhGMl6rUESk2NMi90Bspc320SL4KHZviVos87HPITQrIq9p7VVnpXJ5S1tfr2G3ZxIpwvLahWz0DtX4vI9Scnhfud3scZnEzIC8FwXa4XXXVVbr77rsTP59yyimSpMcee0yzZs2SJG3btk1tbW2Jy9x///268sordd555+mdd97RxIkT9Z3vfEdf/OIXPV078kMwjrArZpa4ze1xiYAckKT6hm5J/m1gng+C8cK5MS/c74C8sqFPfZ1WxFauK2WeuNMhOWNWzArIUTpr/pWpi3SrK2ruAdyJ1nip3GqNu7WRppMBeXNDh1o7LXynYzk22MyPTSG7399EMMnq1au1evXqrJeJxVJfpDY3N+uuu+5ycVVwCsE4ClHs3PHeRjs3hMwlCAG5ZF9ITkCOsCAYz0+QNs+EN5wetRL2MSsE5MHh77yBApkQQKfj1LpM34gT9qvpcG7usdPBuFtBe6mPOUxhcZgeK8KNYDxYoh3uf7swqBtyFhtwuxGMx1V7+GFCVYd9H15UtlcE9u8jIBGMZzOmPppyCoNSWuOZQkuTw1YvlNJAT8ftkTPxkNxUlYavD/mxKhyXzAvITVsPADOZHjybvj4giAjGvRXrqPJ7CUZyM+gulpcBuWRfQC5JlR0E5AgegvFUQQ/DOzsZnesXGwNyk0NyAnL7WTNWxUROBuOmbsTp1kgVIB1TZ487xdTxKgTjCBNTWuME47CViWG6E2wdtQIEgS2heBADaie8c6De8/us6CztPWNvg9lhqxdsGrGSuA+DZ5EzYsVu1jXHJTPa2iasAUB+TBqtYloQbdp6ADcRjAPpmRh4e90ej4uPWrGxTQ7YyPRgPMjN7Xz4uRmnE5wKK90OffPhZJAdZ1uDXDK7RU6D3F5WhuOSv+G00/fNrHEgXEwJpE1ZB+AFgnH37IgO9+2+85037udIFVuayPkE5F6H6H4F5HGE5IC7TA3Gwx6Ie8GEkSqmNpC9ZmNALhGQw1nWhuPSoZDa65DcxMY4I1UQJG5tzFkqp4Nkv4Npv+8f8BLBOEoRps0PM4XfPU1lvrXL/Q7IJUJywA2mBeME4uYpZTPOfBGQH+J0QO4VU1vkBOT2sTocj/MqsDYxGAeQn1JHq7jBr4CaYBzwHsE4bBEPwpNPfjMhIJcYuQI4xcRgHPYodN54kOZAuzFaJa66I+ZYSO5VezxxfwaG5ATkdgnMhpzx4LorWuPq7TvN1JEqXrXGx9Xt15tdwz25L6BUbmyo6eUmnYTiCCMTWuME4/7yc6QKnFPdIfUYNKIm6Bt4Vu7vVqWTX5rop2SEQ0wKxgnFs3Nr3rgJI1WSsTlnKqc26vRig84h9/m3P0dTvhFQ2SmVcfizQiCa48mcHrXi5ugWJ4Jxt0aqIJi6G+34T97U0SpuqYq6H1wTjCOMCMa9MSGy35fHme+8cQSHKQ3yZDTJgfyZEowzPgXFMGFTTsnd9nicrQ3yxP0a2CSH2exIyooQD7WLCbZLuS4K41RrvLUzoLUdOMqJ0SpuhsxuhOReBO+AiQjGvefk490XdaatZkprvNh2sUlNaWTHyBUgOxOCcUJxe2SaN17oSJXE7eVoEpvSNDaJ7QG5REiO/AVmrEo2Jobcpo5TgX16I/6Enz3DKkLX8PZK/M+z2HErhOEIO4Jx/0yI7NeO6HC/l4EAM228SjpBH7kCFMrvYJxA3BxujlTpaxxQZUfm/mdfQ3DmQPc0lnmyiabNI1ZS7t+wcSswTyjCcdM4FYzbPlLFr1nj+zvrfLlfBIdXc8IJuYHCEYz7z4uAnJEq4WZDQC4RkgMSwXjQvXOg3vHbzNQad1s+s8d7I2W+NqGT2RaQm4CQHJkEdqwKAKTjxGgVieAawFB+zd4OmqCNVIE7TJw/ngkjVxBWfgbjjFAJnmJHqiQL2ngVr0JrJ0J4Uz5UkBi3gqEIxz3GOBUESc+w0l+g2IyAHDCLn61xQvFUPB9D0R52nk0BeRwhOcJgRP0B34JxQnFz5TNSxa/WeCFM2ZjTa0ELyCVCchxm/r88AeJkMM5IFRSru7HcsfY0UKiK9i5VVDjz9y/Wb95+EvAPwbh53BqvwkgVJLNlxMpgjFxBUPkZiiO4nGiNx+WaPZ7PeBWTeDVeRQrWiJVkjFsBzXGkZVN43doZ3HcVXsy1LpWN7XEnPxygPQ74z4Q540iv0A8OGKmCYtjYII9j5AqCxI9gnKa4O3Yf8P6NqBOt8b5Gb0pgprXHvQysSw3iTWuPJ7PpQxE4i3DcI4xTOcym4B3+sC1wJyAH/ON3ME5rPDcnnyNa48jE5oA8jpAcNvM6GCcU918hm3HmM1IlEydb43FBmz0uEZA7hVEr4WTFWJVh9QdV2RDT/s46v5dSFKeDcdtHqtigK1rj9xKs0jOsQtVt/X4vAwA8RTAeDn1N/apst+tDW9iNkStw2xF1B1RZf+i1eyEBZyZ+BOMIFj9mjecar4LsgjpiJc6WUSsV7QdVUeHchw1hHV1qVXPcxva1jWt2E61xdxQ6fqW70fn/9J1qe3vVGnd67noQ2uNVUT4lh12YM24HN+aOZ2PySBXCTncFoT2ejCY5vFDK5pleb7xJW9xOprXG85UrFDVttIrkbXtcKq1BbnJ7PBlN8nCwKhyXDoXNNgTObq3Ty9a400G2G8F4ofPGbf32gS1KDbZtG6cyWFXU3pDc1nUjvAjGgyfXvHFGqiAfQQvIJQJyeCMedOcTdnsdiku0xYPM6dZ4IXPHGa9SujAE5BIhedBZF47HmRyQm7y2QjkVaNMYD4+eYRVFhdx+BONOt8fjbAqabQ70EV4E4/BaXxOjw2xCQA6UJjkoHxyC+7XpJrzj5Wac2YJxr1rjuQJy5BaWgFwiJA8qa8NxycwWuWnrcUIpwfabXcMJxg3lxmiVZMWG5EFhQ+BswxqBwQjG7ZLvSJVcrfEgKXS0Sg+jWIoS1ICckBx+KKRV7iTGqJgr31n1pYxUKUUh7fFcsrXHTRytInnfHpdK36TTNoTkwWJ1OB4XD8n9DKa9uH8/N+IsNOD2IhQvdKRK0BU6d9wr+QTkfobobrXHJTNb2fE1mbYuwHQE4/7Kd6SKm/PGaY/bJ4gBuURAjnAgFPdH2FrjcYxXcUaxAblt7fFkhOTB4P2WwC6LB9RezZYOYlO8FCa3xG2dN94bcS/I7G4sdzUcjgtzg1w69Ofn94cXhOEIAr9a4wTjgL2qO4LZvq/kuI4AIxgPhmJb435twtnXIFUGLOTsaSzzvNFd3RErKpivisaMbeLnIx6Q2/hBCgIYjsclh9ZOh6J+BOJ+tsbjTAq+3WyNd0VrXLttmKmmY8D1MTPJ4bSXQTmhOIKCYNw+To1UYSNOlCqoATkQRATj/jGlNe7YfTQOqLLDufd4vQ3pG8K9kTKjm882BeRBQEhup8CG48kGh9nFhOU0xAE4JR5YuxWSE4gjaAjGD0sXOJu4zqDqa+pXZXvpjbbexsJGY/Q0BndECADEEYwHh22t8bggtsclewJy29vjyeIheX8oUlf7hfKPybag24TWuEmCNGu8LxJTZdS5f/yLGcHi1WgVDDX4z6rYsJwwHEEW9mA8n/b1juhwY9brJzfnjcN+tMcBsxGM2yPfzTgz8aI1nrivItrj2QJyW9vjfgl7QC4xj9wWgdiQE8jF8Xnj0WB9ruT2SBEbmPABQfJmmYWcgKAiGB+e1+VMWW+yII9UYWNOe9G+D6ZzzjlHEyZMUG1trY466ij98z//s3bt2pXx8u+8846+/OUv65hjjlFdXZ0mTJigiy66SG1tbR6uGjCLVyNV/NiEs6/R2fd5to7LCOuYEyAfJGKGozWeKkit8UIU0ij2e+NHm5kQkAPwlylBs83BOPLTW+BLGlrPziAgD54zzjhD//Ef/6Ft27bpP//zP/Xqq6/qn/7pnzJefteuXdq1a5dWrVqll156SatXr9batWu1ePFiD1eNZLTGg6XYkSom6SsiAA9S29lvtPDhNSvqr2Maonpb4dskkWDcGYW0xsO8GSfjVQCYxI/WuClBc1iC8Vyt8UJ4PVLFqdnj8AcjVoLlkksuSfz/iRMn6oorrtD8+fPV29urqqqh/zYcf/zx+s///M/Ez1OnTtV3vvMdfe5zn1NfX58qK614i1yS0fWdeseQ99cE43YpZaSKH63xxH0zXkWSPbPHAa9Zc+SPB8VhaQ4TjA8Vlj97PxGQH2qPh3nMTHU03H/+MAPBeG6mrDedfB9DLiaOVEFwEJD7o729PeXnmpoa1dQ4F9K+8847uu+++3T66aenDcYzaWtrU1NTUyiC8bh4KO3VOI1sa0BwFNMa92oTzmICcvgnaLPHYTbr/mVobugIfHAc9MdXDILxwjBapTRh/ICgpmMglI8b5vFrzji85WRrPEwIc53FiJXMyve3q/yvDp72HwrFx48fr2HDhiVO1157rSPr/drXvqaGhgYdeeSR2rFjh37961/nfd19+/bpmmuu0YUXXujIWmwzpj7qS0hNMG4ft1rjJss2XiXT7HHTA12bWtwmt/ARLK6H493d3Tr55JNVVlamLVu2OHa7QQ2Qg/q4/OL4Rpw+8irwDnNrOllYgmJCcSRz65idLzbgHJ7X5UxZrym8HqkS58TGnIXOHYfzCMi91dLSora2tsTpyiuvTHu5K664QmVlZVlPW7duTVz+sssu04svvqhHH31UFRUVOv/88xWL5Q5V2tvbdfbZZ+u4447TypUrnXqYrnPjeO1lSE4wHkwmt8bjitmcM4jzx70OyEsZ5UJADi+4/vHd5ZdfrrFjx+p//ud/HL/t5CA5CM1igvH0vPqzDfO88cEYr3JI0Ees8GeMwdw8ZpvKlKCZYDwVI1WAYGpqalJTU1POy1166aVauHBh1stMmTIl8f9HjhypkSNH6j3veY+OPfZYjR8/Xk8//bRmzpyZ8fodHR2aN2+eGhsb9eCDDxY0hsVvbh6vk4NrN0auEIyHj2mtcSfHq2SaPW4DP+aPF4sRK3Cbq6nP73//ez366KNatWqVm3cjyf5xKzav3U1B+NDDL6U2zYMcChciaAFyvCketMeF0nl5zE6HOeO5mbLebPJ5LEEaqeJEe7xQjFZxHu1x84waNUrTpk3Leqqurk573YGBQ69xuru7M95+e3u75syZo+rqaj388MOqrbXnAzkvj9fxNrlTgTbBuL1yjVTJ1Br3cxNOJwVxvIrXSg3iaZDb7fXXX9fixYs1efJk1dXVaerUqVqxYoV6enoyXuedd97Rl7/8ZR1zzDGqq6vThAkTdNFFF6mtrS3lcum+XXb//fcXtD7XPsLbvXu3lixZooceekj19fnNpuru7k55ETN4w5Z82NYmJxTPrNQ/P1tGqvRFYqqMunPg7I1IVSW8BqVBfkj8ObD5AwP+HJFNocdsJ47XyQjGczNlvabxa6SKk3obpaoCXw72NBLoOo0NOu30zDPP6LnnntMHPvABHXHEEXr11Vf1zW9+U1OnTk20xnfu3KkzzzxT99xzj0477bREMH7gwAHde++9am9vTxzHRo0apYoKcwM7P4/XpTbKCcbN5eemrH4ppj3e1yBVWtoSB/y2detWDQwM6Kc//amOPvpovfTSS1qyZIk6Ozszfti7a9cu7dq1S6tWrdJxxx2nN954Q1/84he1a9cu/fKXv0y57F133aV58+Ylfh4+fHhB63MlHI/FYlq4cKG++MUv6tRTT9Xrr7+e1/WuvfZafetb33JsHaYG5QTiuRkdjEf9+1pYqWF3MQjID7MtJDfxz62sLaqy8l5nbmsgcyMM+SvmmO3k8drrYJyQ2V/5tMZtG6nS19SvynazwjTC8+IQkNunvr5ev/rVr7RixQp1dnbqqKOO0rx58/SNb3xDNTWHRib29vZq27ZtOnDggCTphRde0DPPPCNJOvroo1Nu77XXXtOkSZM8fQz58vt4nayQoJxQ3H5BbY17MV6lN1JG49lBjFex17x581LC6ylTpmjbtm269dZbM4bjxx9/vP7zP/8z8fPUqVP1ne98R5/73OfU19enysrD/8YMHz5czc3NRa+voH8J8t0Y5eabb1ZHR0fGDVYyufLKK1M2aGlpaSno+tnEx674OX7F9tEvXvHjg4wgzxt3YiNPW8Jgr5g6liR5ZIqJ64O33DxmO3W8JhjPjy3rzrcFH0R+jVfJdEr+PQrDhwp2OeGEE7Rhwwa9/fbbOnjwoF577TXdeuutete73pW4zKRJkxSLxTRr1ixJ0qxZsxSLxdKe/AjGbTheZ5M8eiXdCQiSYsar4DBbZpxDiW9VxU/ZRpUVq62tTSNGjCj4Ok1NTSnBuCQtXbpUI0eO1GmnnaY777wzr025kxVUgc13Y5QNGzZo06ZNiU/r40499VSdd955uvvuu9Net6amZsh13JIppHYqmCUEL44Tz78t41SKVUx73InGOQ3yoZKfDz8+QODPA9m4ecx24nhNMJ4fW9edjtOt8SCMVIkrZrRKvuIBOaFv/miQw0umH68RbKWOVLG1NR7nxXgV2uNwU1l7VGXlmed2F3x7A4dua/z48Snnr1ixQitXrnTsfrZv366bb765oP0z9u3bp2uuuUYXXnhhyvlXX321PvKRj6i+vl6PPvqo/uVf/kXRaFQXXXRR3rddUDg+atQojRo1KuflfvSjH+nb3/524uddu3Zp7ty5euCBBzRjxoxC7tJzhNr+8SsYD3Jr3GkE5Jmle16cCsx5zlEMk4/ZBOP5sWndYW6Nx5k4XiUZIXlhCMjhFZOP10CukSrp2BKMx3kxXgWwTUtLi5qamhI/Z/qg9YorrtB1112X9bZeeeUVTZs2LfHzzp07NW/ePC1YsEBLlizJaz3t7e06++yzddxxxw0J6b/5zW8m/v8pp5yizs5OXX/99e6F4/maMGFCys+RyKFPI6dOnapx48YVfHvvqm1TdV2V3uwa7sTyYCCTZsIHlVPzyuOBL4FtbjxHsIHTx2zT5BswT67fl/j/rx0Y6dJqUmULlG0Kxp1i26xxWxGSA3Zy8nj9rrr9qqk/9O2blgNHOLNAWMet1ngY0B4vXnVHTD2Nxc8NZ+64N5qamlLC8Uzy/fZT3K5du3TGGWfo9NNP1+23357XWjo6OjRv3jw1NjbqwQcfVFVV9m+PzpgxQ9dcc426u7vz/vaUfzsLFmFc3X5JIiQPECdDcU/Gqbi0GWdfJKbKaP7/wPuxMedgtMiDp7qtX+W93s/NRbh42RrPFjAnh+HpfudVQJ6ObcF4Pq3xfEaqhJ2bo1XSISTPjfY4wmB8/V8T/5+gHMnC0BqPY3NOoDj5fvtJOtQYP+OMMzR9+nTdddddKi/P/d9ce3u75s6dq5qaGj388MOqrc39odyWLVt0xBFHFDRWzJNwPL4JilMIyYPBhGA8bCNVnA7VCciDobqNQByHOX3MTmZCMJ4tFB98OT8D8rAptDVu6rxx00erpNPTSECeDQE5TOXG8ToelBOS2yf5Qw7J/T/DQlvjJgfjcYUG5IW2xyWzAnI2x4SXdu7cqVmzZmnixIlatWqV9u7dm/hdc3Nz4jJnnnmm7rnnHp122mlqb2/XnDlzdODAAd17772JzUGlQ6F8RUWFfvOb32j37t16//vfr9raWq1bt07f/e539dWvfrWg9VnVHB+MkNxejFHxjxsBucQIERsRisNLXgXjxbbFM13e64Cc1jj8QIs8OwJyhA1tcvMNDsMLlWukSrbWeDGbcAZVpoCc2ePZlTpaBfZZt26dtm/fru3btw8ZBRb/oLe3t1fbtm3TgQMHJEkvvPCCnnnmGUnS0UcfnXKd1157TZMmTVJVVZVuueUWXXLJJYrFYjr66KN1ww035D3LPC4Q/3rFQ3KJoNx0boTiYW2NlxJyuzGWhRa5PQjF4SUT2uJS4cG4H2wLxuE8r0erDEZInhkBOcKKoNwcpQbibrJ1nMpgjFexA3PH7bNw4cKcs8kHfyNq1qxZOb8hNW/ePM2bN6/k9QUiHE9GUG4uk4JxExU6d7xUbgXkEi1yExGIw0teBuJS7lDZ1GB8QmR/onltYzDuVGs8KCNV4kodreJ3QC4xagVAegTl3nIrDC9lI84wb8KZSTHjVQCYJXDheDKCcjO4NUKllGC8qNa4S5txlqLUgNutjT0Jyc1AIA6vHdkQVWVDr2f353Yo7sVIFRtDcYQDLfKhaI8Dh5UalBO0D2VKM7zQjTiD0hovRaHjVWiPlz5ahfY4nGRe2ucSgnLvuTlXPEiN8VKZGpBLhOR+IBBHWNjaFgfyYUJ7PI4WeSonA/Lk55XQHTYrNdQN60agpoTh+QpLa9zJ0SoS88cBG4QmHE+WHJRLhOVOc3uzzVKDcZNnjXs9WiXOzYBcYh652wjEETYE4/5jpEp2pY5WMQ0t8lTFBOS5nrt0vycwR9iMr/9roANyr8LwUp7DTK3xYjbhDEtrPK7Q8Sq0x0tHexxOCWU4Phitcme4HYpLPjbGDRypksyJcNuLgFyiRe4EwnCEVT4jSJwKxr0YqQJkY1J7PI6Q/LB8A/JSnqvB1yUsh1PG1byj2ppD729auo/0eTWpgtYiN60dXsq88cGyBeO2K7Y9Xuh4lbArdbQK4BQr/jUbX/e2ausOLfWNLnffrNIqL44twbjJrfFS2RCQS4TkxfAyDK9u925eNFAI2uLmcKo1jtxMDMglQvK4XAG5089P8u31dzt72wiv8TVvJ/6/SUG5zTPJTQvE81VoazybsLXG85EuIPerPV7dEZzGOu1xOMGKcDzZxLpDb37dDsnjCMuz8yIUlwjGveRFQC4RkufidTu8uu1QKN7n6b0C+SEYD6ZCR6rYJmijVdIhJE8fkIf5+YDd4kG5SSG5NDRsNi0sNykM9+q5CXJrvFSFjldB6QjIUSpr/0XzOiSPIyw/xKtQXArf5pulzB13Ktj2KiCXmEce59eolHgoDpjKj2CckSqZ+dkat2XeuNNMbY8nSw6HwxgMJwfkYXz8CB5T2+RxJoTlJgXiTqA1PlQpG3MWMl6F2eOA/6wNx+PiIbnkfVAuhS8s9zIUl5wLxktqjRs+b3wwJwNyiRa5W/yeG04oDtN5OV8c3gt6a9xpNgTkcWENysP0WBEupgflkrtheZBCcKfmjdMaLw3zx91BexylCNS/an4H5VKwN/e0tS1u4ziVUtrjkrPNb1rkzvA7DD+0BgLxfL3++uu65pprtGHDBrW2tmrs2LH63Oc+p3/9139VdXV1xutMnjw57e/+4z/+QwsWLHBzyYFCMG6mfFrjbrG1Ne7kaBWbAvI4xo0AwZIclCcbHJqnu5yXwXqQAu1CFPuhAK3xzNxoj6cT1vY4m3HCFIEKx5P5NXYlWVCCclvb4pIDwbhlrfFkNgfkUjBa5ATi9tq6dasGBgb005/+VEcffbReeuklLVmyRJ2dnVq1alXa64wfP15vvfVWynm33367rr/+ep111lleLNt6JoTijFQpDRtxusvGgDxZWFvlNhp4+68aKEv/YXBRtxfrcey2YJ5Mofngy5jaPA+DQlvjmYLxMLbGGa/iDoJxmCTw/7KZ0CaXDgfltoXktrbFJTsb48lKbY9LzgfkEi3yXAjEvdfe3p7yc01NjWpqSvvvf968eZo3b17i5ylTpmjbtm269dZbM4bjFRUVam5uTjnvwQcf1Cc/+UlFIgSGuZgQjMMbjFQpje0BeRxBORA+pm74GWaZWuPp5ArGg9Yah3vcCsYZrYJiBT4cT2ZCUG5LSG5zW1xyKBi3uDWezOnWNy3y9AjF8zPw1/2ONdHiLbTx48ennL9ixQqtXLnSkftI1tbWphEjRuR9+c2bN2vLli265ZZbHF9LkBCK24GNOIvn5GiVuKAE5HFsZgmECyG5t5xqjWcT9GA8aO3xnsYyVXf401KnMQ4TBSP9K4LfQbnJITnBuDmcaI9L7gTkEi1yyf9Q3IZA3G0tLS1qampK/Fxqazyd7du36+abb87YGk/njjvu0LHHHqvTTz/d8fUEQT6huORtMM5IFffRGndO0AJyiZAc8MqEqrdVX30ozHy9x79jH6NWnOPkJqTphHGcymBBC8gRDAP7nSufSeEdg1bcf9keG1/1tiZWu/fmeGLdvpSw3Evj6vanzCb3m9djVIwNxgPSGk/W60Khz43bzCTeIjdFdVu/b8F4dVtv4gSpqakp5ZQtHL/iiitUVlaW9bR169aU6+zcuVPz5s3TggULtGTJkrzW1NXVpTVr1mjx4sUlPbYgmhDZn3dbnMa4GfxsjSO7Xm/7DJ7paRy6mScAd0yq3pc4+WF8zdt5zSxHcbK1xtONVKE1Djd50RrngwUUw6oEMDkgf8OFT7j9bJOPq9vve4vc5vniUrAa48mcao9L7oxE8bJFbkKD3M9A3E0VbQckSbH+blfvx2+XXnqpFi5cmPUyU6ZMSfz/Xbt26YwzztDpp5+u22+/Pe/7+eUvf6kDBw7o/PPPL3apgZNvU1zKry0+tWa3Xu0eU8KK4LViWuO2j1SJc2O0Slw8IA9ai1yiSQ54LTkg97pRTovcf2zCmRvt8eIxTgUms/ZfuXhQ7kZILvkTlPsZkHsVjLsRiksOB+MBbI0nc2tmuFezyP0KyIMeiofFqFGjNGrUqLwuu3PnTp1xxhmaPn267rrrLpWX5/9C+I477tA555yT930FWSGhuFTYGBUnA3JGqqRHa9w5bgbkUjDHrMQRkgPeG9wkTw7Ls7XMSwnVCciLk2mkSqGt8XTYhNMbQQ/IvQ7G2ZgThbI+BXS7TS4dDsq9CMn9CMgJxpMYGow72R6X3A3IJe9mkQcVgbj/du7cqVmzZmnixIlatWqV9u7dm/hdc3Nz4jJnnnmm7rnnHp122mmJ32/fvl1PPPGEfve733m+bpMUGopLbLyJ4PMiIJcIyQE4L9+xK9lC9XwQkLvPqXEqYeVGezzoqjtiNMdhNDOTwCJ5NXbF7ZDchBErTrIiFLeAGwG5ZGeL3Ov2uFetcUJxc6xbt07bt2/X9u3bNW7cuJTfxWKHGhy9vb3atm2bDhxIfV7vvPNOjRs3TnPmzPFsvSbxMhRnrIq78mmN5yvMI1UG62s6dEyhRV48QnLAHvGwvJCQnIDcDLTGM2O8ivloj6MQZu1w56CJ1ftc28TTiw08vdqk0+3WuFXBuKGt8WR9EecPjG5tqun2Zp1ebdDpRTDu5uaaFW0HEifkb+HChYrFYmlPcZMmTVIsFtOsWbNSrvvd735XO3bsKGgMS1CMa2gr+DomBOOMVCkeI1WKFw/J3dLbGNwNO+PYuBOwR6GbfrJRZ2kyjVRhE077BCXgre4g5Ie5Av/OPR6SuxGUux2Sux2QE4wnsSAYj3MrIHcjzHbrdr3idjDuRSgOmIwxKuaiNe6NvqZ+z0LyIAflhOSAPQoJyCURkLuMTTiL19dY/DeZ+xrSn9+b4XwUh9Y98hX4cDyZrSG5bfZ31rkSjHdFa0IfjMe5EZBL9rXI3WyPuxmMuxWK0xKHTQjG7Udr3DluB+RxQQ/KCcmB/EyofMfX+ycgd066zTgLaY2nwzgVbxQSkNMeB9wVqnA8zs2Q3Glutcfdao1b1RaXrAzG4wjI7eN2KA7YIp9gfGrN7sTJTYxUGcrJ1jjy51VAHhfUgFwiJAfyMany7cTJl/snIPcdm3CWrpT2eKGCEpB7jfY48mFFMji5ap8iVYdy/Fd7Rzl2u/GA3MnNO73atNNEBOPB4dZmnW5s1OnG5pxutMbdCsWdVtbm4k6qCL1coXimIDx+PhtwmiPf1jgjVQrT19Tv6kadg8UD8qBu3snGnUB+nAzIX+/LfyPNQjfrjAfkbNZZuMGt8WLHqdAad1Yhm3MGRXVHTD2NBP0wi3XN8alVezW1aq+jt+nGXHInW+ROt8edbo1bN0YlQNxqj8eFcQ6508G4021xt0anlO2Pqmw/wTjckykYL6Qh7kWTHPCb1w1yKdijViSa5ICXimmj0yJ3V77jVHIhGE+v1PZ4GMereI32OHKxLhyPi4fkbgXljtxWCOaQW9cWlw41xgPUGu+LxFwNyd3crDPo3AjFnRQPxAnF4bZswTjMks9IFWaNu8+LjTrTISQH4BQCcn9kmjeejE04ncd4lcL4MXucgBzZWBuOJ3MrJHfkdhwKyJ1qjzvZGreyLR6gUHwwG1vkTnFzY85iORWM0xKHzSbX7zM6GGfeuLsYqVI6PwJyKdgBuURIDniFgNxd6TbjHIxNOO1QSHs8KNicEyYxL1EqgdNtcqda5BPr9gWuRe5WMO6qAAfjcbYF5KYF7k6MVHFyjIqToTgtcXgt23zxUoJx5o67h9a4mfwMyAnJAZSKgNwd6YLxUlrjKJ1t41WY+w0cFti0MB6QO7GBpxsbd9rM6WCcUNxZ8YC8MurOwc7pzTrd2KTTL6aG4oCX3ArFYZdiWuPIzOuNOpP1NgZ3w8645ICczTsB58UD8nw362SjzsKlC8ZpjQdbb6TM+lEhbM4JUwSqOZ6O003ykq5fYnvc6Y05TUAw7h6bWuRO3JaJo1UK5eQIFVri8MOk+sztLdOCcUaqpMqnNe42Rqpk51eDXApHizyOJjngHlrkzih2nAqtcfMVOl4lCPPHvWT7hwlwj/1pUp6cCslLHbXi53gVJ+aNO9kaJxh3nxebdZp4W8UodaRKqa1xQnEEmVPBOCNV/MVIFf/5GZBL4QrICcnt093drZNPPlllZWXasmVL1ssePHhQS5cu1ZFHHqlIJKJPfOIT2r3brA9x3TS+UppY4qlYBOTOc3MTTlrjhXFiY86wzR9n9jhMEJpwPM7JkLzo61o6f9ypYNyTTTcJxlO4HZA7FWz7HZAXq5Rg3Km2OKE4TGVaYxxDOd0aZyNOd5kQkBOSw0SXX365xo4dm9dlL7nkEv3mN7/RL37xCz3++OPatWuX/vEf/9HlFQZLKWE5AXnxnNyEE8FAexwonRXh+KTKmKZUOhvuORGShykgdzIYdxWheEY2tchtUmowXiqnQ/GBv+537LYAU4NxRqoUjta4WfwOyCVCcpjl97//vR599FGtWrUq52Xb2tp0xx136IYbbtBHPvIRTZ8+XXfddZeeeuopPf300x6sNpgKDcknVb5dUEg+qXpfQSH5+Jq3Ax2Sx9EaD6awjVfxsj3OaBWkY3SSGIsd+kvbET301ZTkt7Kv9znzH/8Y7dZrvcW/SR6l3WrpLW7jj56uwkO10dqrnQeHFXV/fZ3dRV1PkvoPlP58H+yskXSw5NtJKxGK97lz+0UaOGje5089lVJFpzsHz/6q0jfX7K+SqjqLu+6BGqk6WvhX2arb+ov6m1Pd3lv037iK9q6S/raWtTnbEo+H4n2xQ/8uxf/9dVr89k27LZQm/velu/Pwn8nkmj0q4jCX0WvdoyU5c4M9B3ocuZ0geLNzmKTcrw/6D+TX7O7sKO5YH+vyP+y1zcBBM0KL7iqpMiRfXOqqNmfDzv6eQ/+d2XC8Tr699vb2lPNrampUU1NaeWb37t1asmSJHnroIdXX527Mbt68Wb29vZo9e3bivGnTpmnChAnatGmT3v/+95e0HpMNfn/thiMktRTwInek9mpH34i8Lz9au7WjgPffo7Rbb3bnf/sm29k1XFLqa5i+A6nH8L921WvwcX0gTR+n70Clcr13LjPkOGObniqpoqP0HKC/QqpM82fXX5n+/XJ5T+HHg75ec4Li/h7vAv7+bg/vy9LjddgYHY53dBx69Xn8qa0u39NOl28fAOzS0dGhYcOK+yAunerqajU3N+uJ1l85dpuS1NzcrOrqakdvE4WLH69vnP0Hn1cCAOHi3vH6Px27zbhIJKLx48ennLdixQqtXLmy6NuMxWJauHChvvjFL+rUU0/V66+/nvM6ra2tqq6u1vDhw1POHzNmjFpb3X7f6S/v3l8XapffCwAAV9ny/loK53tso8PxsWPHqqWlRY2NjSor8/drIu3t7Ro/frxaWlrU1NTk61pMwvOSHs9Lejwv6Zn0vMRiMXV0dOQ9szNftbW1eu2119TT42xjt7q6WrW1hc83hrM4XpuP5yU9npf0eF7SM+l5se14LR1a8+BjRKbW+BVXXKHrrrsu6+298sorevTRR9XR0aErr7zSsXUGGcdr8/G8pMfzkh7PS3omPS82Hq/D+B7b6HC8vLxc48aN83sZKZqamnz/j8tEPC/p8bykx/OSninPi5OfaCerra0N3UE2LDhe24PnJT2el/R4XtIz5XkJ8vH60ksv1cKFC7NeZsqUKdqwYYM2bdo0JGQ/9dRTdd555+nuu+8ecr3m5mb19PRo//79Ke3x3bt3q7m52YnlG4vjtT14XtLjeUmP5yU9U56XIB+vg8LocBwAAAAAEC6jRo3SqFGjcl7uRz/6kb797W8nft61a5fmzp2rBx54QDNmzEh7nenTp6uqqkrr16/XJz7xCUnStm3btGPHDs2cOdOZBwAAAKxBOA4AAAAAsM6ECRNSfo5EIpKkqVOnJhrSO3fu1Jlnnql77rlHp512moYNG6bFixdr+fLlGjFihJqamvTlL39ZM2fODPRmnAAAID3C8TzV1NRoxYoVJe+mHjQ8L+nxvKTH85IezwvgHP57So/nJT2el/R4XtLjebFTb2+vtm3bpgMHDiTOu/HGG1VeXq5PfOIT6u7u1ty5c/WTn/zEx1WGD/89pcfzkh7PS3o8L+nxvKBQZbFYLOb3IgAAAAAAAAAA8FK53wsAAAAAAAAAAMBrhOMAAAAAAAAAgNAhHAcAAAAAAAAAhA7hOAAAAAAAAAAgdAjHS9Dd3a2TTz5ZZWVl2rJli9/L8dXrr7+uxYsXa/Lkyaqrq9PUqVO1YsUK9fT0+L00X9xyyy2aNGmSamtrNWPGDD377LN+L8lX1157rd73vvepsbFRo0eP1vz587Vt2za/l2WU733veyorK9PFF1/s91KAwOF4fRjH61Qcr1NxvM6N4zXgLo7Zh3HMPozjdSqO1/nhmI18EY6X4PLLL9fYsWP9XoYRtm7dqoGBAf30pz/Vyy+/rBtvvFG33Xabvv71r/u9NM898MADWr58uVasWKEXXnhBJ510kubOnas9e/b4vTTfPP7441q6dKmefvpprVu3Tr29vZozZ446Ozv9XpoRnnvuOf30pz/ViSee6PdSgEDieH0Yx+vDOF4PxfE6O47XgPs4Zh/GMfsQjtdDcbzOjWM2ChJDUX73u9/Fpk2bFnv55ZdjkmIvvvii30syzve///3Y5MmT/V6G50477bTY0qVLEz/39/fHxo4dG7v22mt9XJVZ9uzZE5MUe/zxx/1eiu86Ojpi7373u2Pr1q2LffjDH4595Stf8XtJQKBwvM6N4/UhHK+H4nh9GMdrwH0cs3ML4zGb43VuHK9TccxGoWiOF2H37t1asmSJfv7zn6u+vt7v5Rirra1NI0aM8HsZnurp6dHmzZs1e/bsxHnl5eWaPXu2Nm3a5OPKzNLW1iZJofv7kc7SpUt19tlnp/ydAeAMjtf54Xh9CMfroTheH8bxGnAXx+z8hO2YzfE6PxyvU3HMRqEq/V6AbWKxmBYuXKgvfvGLOvXUU/X666/7vSQjbd++XTfffLNWrVrl91I8tW/fPvX392vMmDEp548ZM0Zbt271aVVmGRgY0MUXX6y///u/1/HHH+/3cnx1//3364UXXtBzzz3n91KAwOF4nR+O1xyvM+F4fRjHa8BdHLPzE8ZjNsfr3Dhep+KYjWLQHP+bK664QmVlZVlPW7du1c0336yOjg5deeWVfi/ZE/k+L8l27typefPmacGCBVqyZIlPK4epli5dqpdeekn333+/30vxVUtLi77yla/ovvvuU21trd/LAazB8To9jtdwGsfrQzheA8XjmJ0ex2w4ieP1YRyzUayyWCwW83sRJti7d6/efvvtrJeZMmWKPvnJT+o3v/mNysrKEuf39/eroqJC5513nu6++263l+qpfJ+X6upqSdKuXbs0a9Ysvf/979fq1atVXh6uz196enpUX1+vX/7yl5o/f37i/AsuuED79+/Xr3/9a/8WZ4Bly5bp17/+tZ544glNnjzZ7+X46qGHHtLHP/5xVVRUJM7r7+9XWVmZysvL1d3dnfI7AIdwvE6P43VhOF5nx/H6MI7XQPE4ZqfHMTt/HK+z43idimM2ikU4XqAdO3aovb098fOuXbs0d+5c/fKXv9SMGTM0btw4H1fnr507d+qMM87Q9OnTde+994b2H50ZM2botNNO08033yzp0NecJkyYoGXLlumKK67weXX+iMVi+vKXv6wHH3xQGzdu1Lvf/W6/l+S7jo4OvfHGGynnLVq0SNOmTdPXvvY1vhIHlIjjdWYcrw/heD0Ux+uhOF4D7uOYnRnHbI7X6XC8To9jNorFzPECTZgwIeXnSCQiSZo6dWroD9qzZs3SxIkTtWrVKu3duzfxu+bmZh9X5r3ly5frggsu0KmnnqrTTjtNN910kzo7O7Vo0SK/l+abpUuXas2aNfr1r3+txsZGtba2SpKGDRumuro6n1fnj8bGxiEH54aGBh155JEctAEHcLxOj+P1YRyvh+J4PRTHa8B9HLPT45h9CMfroThep8cxG8UiHIcj1q1bp+3bt2v79u1DXsCE7csJn/rUp7R3715dddVVam1t1cknn6y1a9cO2UQkTG699VZJ0qxZs1LOv+uuu7Rw4ULvFwQAIcXx+jCO10NxvAYAc3DMPoTj9VAcrwFnMVYFAAAAAAAAABA64dnJAQAAAAAAAACAvyEcBwAAAAAAAACEDuE4AAAAAAAAACB0CMcBAAAAAAAAAKFDOA4AAAAAAAAACB3CcQAAAAAAAABA6BCOAwAAAAAAAABCh3AcAAAAAAAAABA6hOMAAAAAAAAAgNAhHAcAAAAAAAAAhA7hOAAAAAAAAAAgdAjHAQAAAAAAAAChQzgOAAAAAAAAAAgdwnEAAAAAAAAAQOgQjgMAAAAAAAAAQodwHAAAAAAAAAAQOoTjAAAAAAAAAIDQIRwHAAAAAAAAAIQO4TiKsnr1apWVlSVOtbW1Gjt2rObOnasf/ehH6ujo8HuJjvvJT36i1atX53355OenrKxMTU1N+vCHP6zf/va3Ra9hzZo1uummm4q+fjGeeuopfeADH1B9fb2am5t10UUXKRqNFnw7Tz75ZOK52LdvnwsrBQAMxvE6N47Xh+zevVtf+MIX9K53vUu1tbWaNGmSFi9e7OKKAQAAAP+VxWKxmN+LgH1Wr16tRYsW6eqrr9bkyZPV29ur1tZWbdy4UevWrdOECRP08MMP68QTT/R7qY45/vjjNXLkSG3cuDGvy5eVlemjH/2ozj//fMViMb3xxhu69dZb9dZbb+n3v/+95s6dW/Aa/t//+3966aWX9Prrrxd83WJs2bJFM2fO1LHHHqsLL7xQb775platWqUzzjhDv//97/O+nYGBAU2fPl1//vOf1dnZqb1792rkyJEurhwAIHG8zgfHa6mlpUV///d/L0lasmSJ3vWud2nXrl169tln9fDDD7u9fAAAAMA3lX4vAHY766yzdOqppyZ+vvLKK7Vhwwb9v//3/3TOOefolVdeUV1dXcbrd3Z2qqGhwYul+uI973mPPve5zyV+/sQnPqHjjjtOP/zhD4t6s+21r3/96zriiCO0ceNGNTU1SZImTZqkJUuW6NFHH9WcOXPyup3bb79dLS0t+vznP68f/vCHbi4ZAJAGx+vswn68/sIXvqDKyko999xzOvLII71YMgAAAGAExqrAcR/5yEf0zW9+U2+88YbuvffexPkLFy5UJBLRq6++qo997GNqbGzUeeedJ+nQm+5LL71U48ePV01NjY455hitWrVKg7/YUFZWpmXLlum+++7TMccco9raWk2fPl1PPPHEkHW8+OKLOuuss9TU1KRIJKIzzzxTTz/9dMplVq5cqbKysiHXjX8NPd74mjRpkl5++WU9/vjjia9dz5o1q+Dn5thjj9XIkSP16quvppz/61//WmeffbbGjh2rmpoaTZ06Vddcc436+/sTl5k1a5Z++9vf6o033kisYdKkSYnfd3d3a8WKFTr66KNVU1Oj8ePH6/LLL1d3d3fKfe3bt09bt27VgQMHsq61vb1d69at0+c+97nEG21JOv/88xWJRPQf//EfeT3md955R9/4xjd09dVXa/jw4XldBwDgPo7XmYXpeL1161b9/ve/12WXXaYjjzxSBw8eVG9vb66nCAAAAAgEmuNwxT//8z/r61//uh599FEtWbIkcX5fX5/mzp2rD3zgA1q1apXq6+sVi8V0zjnn6LHHHtPixYt18skn65FHHtFll12mnTt36sYbb0y57ccff1wPPPCALrroItXU1OgnP/mJ5s2bp2effVbHH3+8JOnll1/WBz/4QTU1Nenyyy9XVVWVfvrTn2rWrFl6/PHHNWPGjIIez0033aQvf/nLikQi+td//VdJ0pgxYwp+Xtra2vTXv/5VU6dOTTl/9erVikQiWr58uSKRiDZs2KCrrrpK7e3tuv766yVJ//qv/6q2tja9+eabieckEolIOjS25JxzztGTTz6pCy+8UMcee6z+9Kc/6cYbb9T//d//6aGHHkrc149//GN961vf0mOPPZY1MPjTn/6kvr6+lKahJFVXV+vkk0/Wiy++mNdj/uY3v6nm5mZ94Qtf0DXXXJPXdQAA3uB4nV6Yjtd/+MMfJB16ns4880xt2LBBFRUV+uhHP6pbb701JdgHAAAAAicGFOGuu+6KSYo999xzGS8zbNiw2CmnnJL4+YILLohJil1xxRUpl3vooYdikmLf/va3U87/p3/6p1hZWVls+/btifMkxSTFnn/++cR5b7zxRqy2tjb28Y9/PHHe/PnzY9XV1bFXX301cd6uXbtijY2NsQ996EOJ81asWBFL959B/PG99tprifP+7u/+LvbhD3844+MdTFJs8eLFsb1798b27NkTe/7552Pz5s2LSYpdf/31KZc9cODAkOt/4QtfiNXX18cOHjyYOO/sswaGUkMAAKOXSURBVM+OTZw4cchlf/7zn8fKy8tj//3f/51y/m233RaTFPvjH/+YOC/+mB977LGs6//FL34RkxR74oknhvxuwYIFsebm5qzXj8Visf/5n/+JVVRUxB555JGU+967d2/O6wIASsfxOrewH68vuuiimKTYkUceGZs3b17sgQceiF1//fWxSCQSmzp1aqyzszPr9QEAAACbMVYFrolEIuro6Bhy/pe+9KWUn3/3u9+poqJCF110Ucr5l156qWKx2JCNpGbOnKnp06cnfp4wYYLOPfdcPfLII+rv71d/f78effRRzZ8/X1OmTElc7qijjtJnP/tZPfnkk2pvb3fiIeZ0xx13aNSoURo9erROPfVUrV+/XpdffrmWL1+ecrnkOa8dHR3at2+fPvjBD+rAgQPaunVrzvv5xS9+oWOPPVbTpk3Tvn37EqePfOQjkqTHHnsscdmVK1cqFovl/Jp5V1eXJKmmpmbI72praxO/z+aiiy7SWWedlfdscgCA9zheh/t4HY1GJUnNzc367W9/q09+8pP66le/qp/97Gd69dVXtWbNmpyPCwAAALAVY1Xgmmg0qtGjR6ecV1lZqXHjxqWc98Ybb2js2LFqbGxMOf/YY49N/D7Zu9/97iH39Z73vEcHDhzQ3r17JUkHDhzQMcccM+Ryxx57rAYGBtTS0qK/+7u/K/xBFejcc8/VsmXL1NPTo+eee07f/e53deDAAZWXp34u9fLLL+sb3/iGNmzYMCQIaGtry3k/f/7zn/XKK69o1KhRaX+/Z8+egtceDwAGz0CVpIMHD2bduE2SHnjgAT311FN66aWXCr5vAIB3OF6H+3gd//0nP/nJlMe7YMEC/fM//7Oeeuopff7zny94XQAAAIANCMfhijfffFNtbW06+uijU86vqakZ8kbTT+k295KUsrFWKcaNG6fZs2dLkj72sY9p5MiRWrZsmc444wz94z/+oyRp//79+vCHP6ympiZdffXVmjp1qmpra/XCCy/oa1/7mgYGBnLez8DAgE444QTdcMMNaX8/fvz4gtd+1FFHSZLeeuutIb976623NHbs2KzXv+yyy7RgwQJVV1cnNkrbv3+/JKmlpUU9PT05bwMA4C6O14eE+Xgd//3g2ewVFRU68sgj9de//rXgNQEAAAC2IByHK37+859LkubOnZvzshMnTtQf/vAHdXR0pLTR4l9PnjhxYsrl//znPw+5jf/7v/9TfX19oolVX1+vbdu2Dbnc1q1bVV5ennjzecQRR0g69IZ3+PDhicsNbr9Jmd+YF+ILX/iCbrzxRn3jG9/Qxz/+cZWVlWnjxo16++239atf/Uof+tCHEpd97bXX8l7D1KlT9T//8z8688wzHVmnJB1//PGqrKzU888/r09+8pOJ83t6erRly5aU89JpaWnRmjVr0n4d+73vfa9OOukkbdmyxZG1AgCKw/E6vTAdr+Ojb3bu3Jlyfk9Pj/bt25ex5Q4AAAAEgTmVIATGhg0bdM0112jy5Mk677zzcl7+Yx/7mPr7+/XjH/845fwbb7xRZWVlOuuss1LO37Rpk1544YXEzy0tLfr1r3+tOXPmqKKiQhUVFZozZ45+/etfJxrLkrR7926tWbNGH/jAB9TU1CTp0JtUSXriiScSl+vs7NTdd989ZJ0NDQ2J5nOxKisrdemll+qVV17Rr3/9a0mHmlmSFIvFEpfr6enRT37yk7RrSPe17U9+8pPauXOnfvaznw35XVdXlzo7OxM/79u3T1u3btWBAweyrnXYsGGaPXu27r333pRZtD//+c8VjUa1YMGCxHnxWav79u1LnPfggw8OOX3qU5+SJN1zzz268cYbs94/AMBdHK8zC9PxetasWRo9erTuu+8+HTx4MHH+6tWr1d/fr49+9KNZ7x8AAACwmp+7gcJed911V0xS7Oqrr479/Oc/j911112x733ve7E5c+bEysrKYpMmTYr96U9/SrnOBRdcEGtoaBhyW/39/bEzzjgjVlZWFrvwwgtjt9xyS+zcc8+NSYpdfPHFKZeVFDv++ONjI0eOjF199dWx6667LjZx4sRYbW1t7H/+538Sl3vppZdiDQ0NsXe9612x73znO7HrrrsuNmXKlFhNTU3s6aefTlyup6cnNmHChNjIkSNj1113XWzVqlWx4447LjZ9+vSYpNhrr72WuOy//Mu/xMrKymLXXHNN7N///d9j69evz/ocSYotXbp0yPkHDhyIjRw5Mvb+978/FovFYvv27YsdccQRsYkTJ8Z+8IMfxG644YbYKaecEjvppJNikmKPPfZY4rrf//73Y5Jil1xySWzNmjWxhx9+OPEcfuxjH4uVlZXFPv3pT8duvvnm2E033RT74he/GBsxYkTsueeeS9zGihUrhtxuJps3b47V1NTETjnllNitt94a+9d//ddYbW1tbM6cOSmXe+yxx2KSYitWrMh6e/H73rt3b877BgCUjuM1x+tkmY7Xd999d0xS7H3ve1/sRz/6UeyrX/1qrKqqKvbBD34w1tfXl/P+AQAAAFsRjqMo8Tfb8VN1dXWsubk59tGPfjT2wx/+MNbe3j7kOpnebMdisVhHR0fskksuiY0dOzZWVVUVe/e73x27/vrrYwMDAymXi7+Bvffee2Pvfve7E28E071xfOGFF2Jz586NRSKRWH19feyMM86IPfXUU0Mut3nz5tiMGTNi1dXVsQkTJsRuuOGGxONLfrPd2toaO/vss2ONjY0xSbEPf/jDWZ+jTG+2Y7FYbOXKlSlveP/4xz/G3v/+98fq6upiY8eOjV1++eWxRx55ZMib4mg0GvvsZz8bGz58eExSbOLEiYnf9fT0xK677rrY3/3d38VqampiRxxxRGz69Omxb33rW7G2trbE5Qp5sx2LxWL//d//HTv99NNjtbW1sVGjRsWWLl065M+XcBwAzMTxmuN1smzH63//93+PnXTSSbGamprYmDFjYsuWLUv79wMAAAAIkrJYLOm7oYDhysrKtHTp0iFf6QYAAObgeA0AAADABswcBwAAAAAAAACEDuE4AAAAAAAAACB0CMcBAAAAAAAAAKFDOA6rxGIx5pcCAGA4jtcAinXttdfqfe97nxobGzV69GjNnz9f27Zty3qdn/3sZ/rgBz+oI444QkcccYRmz56tZ599NuUyCxcuVFlZWcpp3rx5bj4UAABgAcJxAAAAAIARHn/8cS1dulRPP/201q1bp97eXs2ZM0ednZ0Zr7Nx40Z95jOf0WOPPaZNmzZp/PjxmjNnjnbu3JlyuXnz5umtt95KnP793//d7YcDAAAMVxaLxWJ+LwIAAAAAgMH27t2r0aNH6/HHH9eHPvShvK7T39+vI444Qj/+8Y91/vnnSzrUHN+/f78eeughF1cLAABsU+n3ArIZGBjQrl271NjYqLKyMr+XAwCBF4vF1NHRobFjx6q83NkvFx08eFA9PT2O3mZ1dbVqa2sdvU0UjuM1AHjLtuO1dGjNg48RNTU1qqmpyXq9trY2SdKIESPyvq8DBw6ot7d3yHU2btyo0aNH64gjjtBHPvIRffvb39aRRx6Z9+0CAIDgMbo5/uabb2r8+PF+LwMAQqelpUXjxo1z7PYOHjyoSRMbtHvPgGO3KUnNzc167bXXCMh9xvEaAPxhy/FakiKRiKLRaMp5K1as0MqVKzNeZ2BgQOecc47279+vJ598Mu/7+pd/+Rc98sgjevnllxOvEe6//37V19dr8uTJevXVV/X1r39dkUhEmzZtUkVFRVGPCQAA2M/o5nhjY6Mk6UO1/6jKsqqcly8fcURBtx8b3pjzMr3DMwcuvU3Z19TTlPlFVk9j7mZdTyTnRQ6vpSH/y+arv8n5F8W26W/o93sJkqSqBufbO7Zpajzoy/2Oqo9m/f276toy/m583TsZfzelem9R65lUva+o6w02tTL93+2O6ICOP7U18e+vU3p6erR7z4Beeq5ZjY3ONNw6OgZ0/Pta1dPTQzjus3TH6/Ijhhd0G7mOyf2N6f+Me9Ici3uGDT3+9kTS/73LdvzsLeA4HNffYGznYIi+Bo7zJYn0+b2CjGobuv1eQlGG1TtzrB/TkPnY/a7a9Mft8XVvDzlvUlXmY/WEqszH+EwmVTr374NNx2vp8DG7paVFTU1NifNztcaXLl2ql156qaBg/Hvf+57uv/9+bdy4MeX1wac//enE/z/hhBN04oknaurUqdq4caPOPPPMAh4NAAAIEqPD8fjX7irLqlRZVp31suVH5v81u7hYRfYXY5IUq8wcuMSqsofj/dWZw/G67twBeR7LSxhwIReK1fKmOVZnRjje/7c/4KpIeEPyaH+thjV2eX6/lQ29WX9fXZ/+36aJdW9LyvxvRH1NcQ2lSLUzb1R3q1zvzhCQS3JtNEZjY7maHHyzDTOkO16XlxdwEFPuY3JZhuPxQJpj8UDV0P++Krul7jR/9way3G2232USq7UjHO+LDLAre6n6ZWxAXlFv53ijSoc+XMpWKqiuG/pvxsS6fRr8tmhK9R5J6Y/Vk6relor4L2ifpCkOBuSSfcfrpqamlHA8m2XLlum//uu/9MQTT+Tdjl+1apW+973v6Q9/+INOPPHErJedMmWKRo4cqe3btxOOAwAQYrwvAjLoj5gRjCfrjWb/kCjo2jrq/F6C7/7SM8rvJQA5FfpNLqdVt+X/73dV9i+HANlFzeyZdEWL+GQnBMbV7fd7CfpLn50fXHgpFotp2bJlevDBB7VhwwZNnjw5r+t9//vf1zXXXKO1a9fq1FNPzXn5N998U2+//baOOuqoUpcMAAAsRjhegqq27I1Sm/UxUsVYvdHqUIfkXgbko7N8LTsI/tzHfE3Yo6I9/TdHql08Fgc1OO+LcIx3FAG5Y/Z3ln6Mb27oKOjyh1rjMMnSpUt17733as2aNWpsbFRra6taW1vV1XX4OHD++efryiuvTPx83XXX6Zvf/KbuvPNOTZo0KXGd+IzzaDSqyy67TE8//bRef/11rV+/Xueee66OPvpozZ071/PHCAAAzBGIcLyYkSqA7cIckJtifP1+X+6X9jhQnJoOQmG4xNCAHIcV0ho/NFLFPbTHs7v11lvV1tamWbNm6aijjkqcHnjggcRlduzYobfeeivlOj09Pfqnf/qnlOusWrVKklRRUaH//d//1TnnnKP3vOc9Wrx4saZPn67//u//zjn3HAAABBuv5AGLxQPysM0ib+uo82X+eL4mptnUy1R/7qvIOnscsFV1W3/ajTnTqYoWt/mmjWiNuyhaadwM8q5ojeoidm3Oub+zTsMbijvGF9oah5lisdxz2Tdu3Jjy8+uvv5718nV1dXrkkUdKWBUAAAgq65vjxbbGY0c4u7M74KcwtsjDPn+c9jhM5ce88UJGq4S5PU4w7gEa5FZJN1IlV2v80GacpaM9DgAAYAbrw3GT1RSwIZhJmDdupzDOIvczIPdrpIobmD0Ov5n8gXVQ544jPGycPe40EzbiTIeAHAAAwH+E4wEQlq+CIz8E5P7ycqQK7XGETaZNOTOpLuBD6qCH4LTGPWRge9y2gLyYjTnZiBMAAADFsDocZ6QKkF4YW+QA/Fd+xHC/l5CXMI9WgUcMDMjDyqSNONOhPQ4AAOAvq8NxOI+RKsESloDctPZ4PrZ3j3HkdpxqjzNaBbYrZO54oWxvldMa94lhAblt7XFTvd57pOO3SUAOAADgH2vD8WJb4yap7si9EztQqrC0yJ0OyEc3ZE7DMs0b93KkChAUbn+bi9Eq8JVhAXlQBWGkCgE5AACAP6wNx4vl9JvwKhebaoCTwhCQ24b2OOCfsIxWoTVuAIMC8rC1x03diDMTAnIAAADvWRmOB6E1DrP1R/JvGtok6C1yG8erAABCgIDcGJla437MG0+HgBwAAMBbVobjxWIjzuyYNx4eQQ7I3ZZppEqxTGuPv0p7HB5y+ricae64E6NVbBy5QmvcMAYF5EGSaaSKba1xAAAA+CNU4bhtqgsbnwgUJKgtcr/a48wbB+wTltEqMIghAXlY2+NOzRp3Y1POZLTHAQAAvGNdOM5IFcBZBOT+M609DsB+tMYNZkhAjsNMGamSjIAcAADAG9aF48Xya6RKTQFf5Qb8EtQWebFGN6Sfn+D0SBUgzNw6LjNaBVYwICAPQns86CNVCMgBAADcZ1U47nVrvPcIu9qnQKkIyP1De9x91157rd73vvepsbFRo0eP1vz587Vt27ac1/vFL36hadOmqba2VieccIJ+97vfebBaeMXp0SqVUf/DLFrjljAgIA8Tp0aqxLk9WiWOgBwAAMBdVoXjxWIjTiB/QWmR2zZaBe57/PHHtXTpUj399NNat26dent7NWfOHHV2dma8zlNPPaXPfOYzWrx4sV588UXNnz9f8+fP10svveThyhHX38R/17kQjFvG54A8CO3xwYLSGgcAAIA3rKmsMGvcXX1NvJmO648wCkc6FJJXRXr8XobnMo1UsclfekZpSvVev5dhnLVr16b8vHr1ao0ePVqbN2/Whz70obTX+eEPf6h58+bpsssukyRdc801WrdunX784x/rtttuc33NQeXXh9bVbf3qGVaR12WrolJvJP/zgaJFK6VIn9+rsE6mkSqFKmXe+Ou9R2pSlfsbcv+lr0xTKmOu30+y1/vKFHGwtR6lAQ8AAAwViua4yao7vH2hCxQiKC1yJ+SaN/5GV+lfr3ZqtErYtLe3p5y6u7vzul5bW5skacSIzB++btq0SbNnz045b+7cudq0aVPxC4ZxnB6t4hda4xbzsUFuYnt8eEOXo7fn9EiVZIxXAQAAsJsVzfHyEUcUfd1i22nMGwcOs7VF3tZRp2GNzr7BtoWp7fFX+yoU6XPmc9l4C238+PEp569YsUIrV67Met2BgQFdfPHF+vu//3sdf/zxGS/X2tqqMWNSP7QYM2aMWltbi1s0ilbISJXqtl71DKtycTWAC2iQ5y3oG3Fm4keDHAAAIOisCMcB+C/eILcxJM+XCSNVtneP0dE1u/1ehlVaWlrU1NSU+LmmJncLcunSpXrppZf05JNPurk0WK7Y0SqV0TL1RbwNsGiNB4RPAXlXtEZ1kfy+dWMbN1vjcV6NV5EIyAEAAJwW6LEqXs00rWrr9eR+4D7mjecWxjEruUaqmOovPaP8XoInmpqaUk65wvFly5bpv/7rv/TYY49p3LhxWS/b3Nys3btTP6zYvXu3mpubS153WPm9SXZ1W/p/520erUIwHjA+jVgxcbxKIfxujXs1XkVixAoAAICTAh2OF6vQkSq9Ln51u9qZvYayYjNOFMqmWeRtHd6NSHJi7rjE7HG3xGIxLVu2TA8++KA2bNigyZMn57zOzJkztX79+pTz1q1bp5kzZ7q1TADwdQa533LNG3dqI06ptM040/EyIAcAAIAzAhuO+91MS1aToaUG2M6WgDwfJoxUgbuWLl2qe++9V2vWrFFjY6NaW1vV2tqqrq7DQcz555+vK6+8MvHzV77yFa1du1Y/+MEPtHXrVq1cuVLPP/+8li1b5sdDsF6xx+ZC5o07rSrDPw2ZzvcarXE4yfb2+GC5Rqr8pWe0Rytx3uu0xwEAABwR2HC8WGzECRTGpha5F0xrj4dltEo+br31VrW1tWnWrFk66qijEqcHHnggcZkdO3borbfeSvx8+umna82aNbr99tt10kkn6Ze//KUeeuihrJt4AoAjQtwez8SGjThpjwMAANiFV90AHNEbrQ70Zp2wXyyWewOzjRs3DjlvwYIFWrBggQsrgl+q2/rVM6xiyPk1HQPqbnSmN+DFppy0xkPAhw06g7I5pxcbcWbi5QadAAAAKE0gm+MmjVQBwoQW+SGmtccBE9g4UiXO9NEqCLgQNchzzRtPx6TWeDIa5AAAAHYIZDherGJGqri5GSe81R9hNrxTbAvIgz5vnNEqCJueEBybaY2HjMcBuYmzx53ciNMrBOQAAADmC1w4bmNrvLqjtK9dl9Jc62vizTXcEfYWOe1xwE41HRwXYagQNchLVchIFZs35QQAAEDpAheOF4uNOAF32B6Qj6/f7/cSAOuZOFKluq2wbwuZNFqF1niIeRiQm9geH8zUkSrJaI8DAACYLVDhuI2tcSAMbA/Ii2VSe5zRKoD3KqNlfi8BQRTQBnm2eeOFjFTxcyPOTAjIAQAAzBWocLxYxbbGmTcO5M+vMSvDGrNv7hX0eeOA37z+4DoM88YBrwJyk9vjNrTGkxGQAwAAmCkw4XiQW+PV9u0/BGRkW4u85cDwkq5vUnscsImbI1VyyTR33ITRKoxUQUJAG+SDebERp1dzxwnIAQAAzBOYcByAPWwLyIOC0SoAEDAeBOQmt8dtREAOAABglkCE46W0xhmpgriKaIXfSwgVv8as+IH2OMIqyN/qypeTc8dpjSOtADTIs80bT8eNkSpetccBAABgFs/C8e9973sqKyvTxRdf7NVdArCAnwF5GOeN0x5HLiYcr4sdqeLkvHGTR6sAQ7gckPvVHvdipEoyxqsAAACEjyfh+HPPPaef/vSnOvHEEx2/bVrjxetrooEGM4ShQU57HDZw8nhNa9xZtMaBQ7K1xifW7fNuISUiIAcAADCD6+F4NBrVeeedp5/97Gc64ogj3L47AJYyOSAvdVNO09AeRzocr93j5GgVICNL2+OZRqp43RqP83K8CgE5AACA/1wPx5cuXaqzzz5bs2fPznnZ7u5utbe3p5yy8aM17pbqjpjfSwB8Z3JA7gST2uN/6RmVOAGSs8frUo7PJoxUKZZbo1VojSNvlgbkpiEgBwAACA9XX0Hff//9euGFF/Tcc8/ldflrr71W3/rWt9xcUsmCMlIF6VVEK9Qf6fd7GaHWG61WVaTH9fsJ47zxTOIB+ZTqvT6vBH4J4vHaCTUdA+puHNojqIpKvREfFgTkI1opRfr8XoUr3NiIM5O/9IzWlOo9nt2faXb0jlB9r3Ob1R/o7Ze007HbAwAAcIprzfGWlhZ95Stf0X333afa2tq8rnPllVeqra0tcWppacl4WZtmmXYPc+6FJdxXEeXPy29BbpCb1B4f7C89o/R6z0jHbxdmc/p4bdPx2UuMVoGnXGyQO9keN22kil9ojwMAAPjHtVfOmzdv1p49e/Te9743cV5/f7+eeOIJ/fjHP1Z3d7cqKlJDyJqaGtXUuP91zSBuxEmLzVmDA3La5N5zokE+rDH9m+5itBwYrvH1+x27vbB6vWek6nuc+QDqQE+/pMwfoiI/Jh2vbR6p4hZGqqBoAWuQe9kaj/OyPf5675GaVPW2J/cFAACAw1wLx88880z96U9/Sjlv0aJFmjZtmr72ta8NeaNdiDC20qo7pB4HH3ZfE2+2C0FY7g+vRqx47Y2uIzWxjjfAMIObx2uT9ZT4ra5MH0rzYTWM4lJA3hWtUV2k2/HblcxrjROQAwAABJtr4XhjY6OOP/74lPMaGhp05JFHDjnfS163xhmpEkyE5d4xKSCnPY4gcvJ4HRvu/UacNqmMlqkvkv8G3LTG4QhDG+SZRqqkk29r/I2ukZpYt6/IFWVGQA4AABBcrs0cd0sYW+MwX0W0InGC+diMEwgOt0eq1HQQUJck0mdkMAsU6i89o/1eAgAAAFzg3m49aWzcuNHLuxui2NY4UIh0ATnN8tIU0x53ct54Mqfa44xWgcn8Pl7bLlSjVfINvuOXc3GjSGThQnu8lNEqhWzE6ces8Uy8apDTHgcAAPCOVc1xv1rjQRupwrxx79EsL11vtNrvJQBwidcjVUqdNx5XVcSXUCqjZY7ct2/iTfBiG+G0yP3DBxNWeb33SL+XAAAAEApWheOloDUOUyQH5YTldmo5MNyR23mjize+QCncHqniJ+PmjTs5HoWA3D8OB+Rd0RrHbsu0jTgz8XK8CgE5AACA+6wJx2mNI6gIyvNHezzV9u4xfi8BKJkNG3EWM3e8mFa5kdyaGU5A7h+fG+RubMSZ7I2ukQVfp1AE5AAAAMFhTTheClrjsEU+rXKa57m5NW88Ge1xIDy6GzO/XArkaJVSxqYUej/wh4MBuRPtcVta48m8DsgJyQEAANxhxfDB2HC7WuPF6Gk0/I0yfJFP+J3pMkHdBLSYzTmDbHv3GB1ds9vvZQBFKaU1XuxIFafmjQcSYTVcVkhr3AZebdAZlxyQj9Rez+4XAAAgyALfHPejNe7XSJXAfIUbjqBdntmezogjt+NUe7xUjFcBUBIvWuIwT4A36PRitIrfdvSO8HsJAAAAgRD4cBwAQbnpnBitQkAO+CfTh9NGf2jt1eiUfNYB/xgQkLs1UsWrgNzL8SoAAABwXqDD8VJa40HdiLOvqfBNxRAsBOWHBK09LhGQwy6MVMmsL+LisdqEQBxm8SggL3SkSjGbcQ5GQA4AAIBcAh2O2yLfeePV9u1VBMMRlAcPATngrGybcZbCl005CcWRSYkBebGbctq4EWcmBOQAAAB2Cmw47kdrHLCZTUF5b7TakdsxqT3uxGiVOAJymM6P1rhfjBitYnpb3OS1hYkBI1bc4OX8cQJyAAAA+wTzVbBPTB+pAuQrOSDvj/T7uJLCDWss7GvbQVVsQH6wp9fhlQBmcHukSlVU6nXm8zbnEDqjUNFKV/7epBup4mVr/I2ukZpYt8+z+wMAAIA9AtkcpzUOOMemRnkxTGqPA2FQSmscBbAtGLdtvbAO88ft8sQTT+gf/uEfNHbsWJWVlemhhx7KevmNGzeqrKxsyKm1tTXlcrfccosmTZqk2tpazZgxQ88++6yLjwIAANggkOG4H4ptjec7bxwwQZBDchM4OVoFCCKvR6q4NW/cdQTNKEVAx6t4iYC8dJ2dnTrppJN0yy23FHS9bdu26a233kqcRo8+/GfxwAMPaPny5VqxYoVeeOEFnXTSSZo7d6727Nnj9PIBAIBFLH3XlxmtccB9JrfJ2zoK/zeA9jjgDb9a426PVAECx8GA3O+RKsmYP26Ps846S9/+9rf18Y9/vKDrjR49Ws3NzYlTefnht7s33HCDlixZokWLFum4447Tbbfdpvr6et15551OLx8AAFgkcOG4H7xqjfc0FnU3gKv8CMmrIj2e3h+Cw62vacN9tm3EmczTTTltbo3bvPYgCmiDnIDcX+3t7Smn7u5uR2//5JNP1lFHHaWPfvSj+uMf/5g4v6enR5s3b9bs2bMT55WXl2v27NnatGmTo2sAAAB2CdSrXlrjwZVrU0gTG8xhY/MmntKh9vjoBi8TrPTe6DpSE+ve9nsZgRX/mvb/9//9f/rHf/zHvK+3bds2NTU1JX5O/po2AARWiRt0pmuN5+vNruEaV7e/6Otnwwadub3eO0q1Pc69VTzYe+jv0fjx41POX7FihVauXFny7R911FG67bbbdOqpp6q7u1v/9m//plmzZumZZ57Re9/7Xu3bt0/9/f0aMyZ1w/IxY8Zo69atJd8/AACwV6DCcdjHqRA10+0Qmvsj/rzbGJKXquXAcI2v3+/3MpDBWWedpbPOOqvg640ePVrDhw93fkEhYttIFSvnjdO8hgX8GqkymFcB+V96RmtKNTOt41paWlI+bK6pqXHkdo855hgdc8wxiZ9PP/10vfrqq7rxxhv185//3JH7AAAAwWThO7/0/GqNsxFnfvoj/WlPXt0v/GHqXPJMnJo9Dm+5/RVtKfPXtOENm0eqeCYowXhQHkeQBHS8ipcYr3JYU1NTysmpcDyd0047Tdu3b5ckjRw5UhUVFdq9e3fKZXbv3q3m5mbX1gAAAMzHq90A6TUo1zMtkE5ej01hbVB43SRv66jTsMbiv8pdqlLb40EerfKXnlGq7XYm6DzY0yvJva9oS7m/po38+NUaB+CQIsarlDJSxStejlehQe69LVu26KijjpIkVVdXa/r06Vq/fr3mz58vSRoYGND69eu1bNkyH1cJAAD8FohwnNa4GUwLxDOJr5OQ3HsV0Qrj/56YMnsc+XPrK9oSX9M2QSmt8dCMVAla2zrSR1vZRCXOHy+Gm3PH4wjIzRSNRhOtb0l67bXXtGXLFo0YMUITJkzQlVdeqZ07d+qee+6RJN10002aPHmy/u7v/k4HDx7Uv/3bv2nDhg169NFHE7exfPlyXXDBBTr11FN12mmn6aabblJnZ6cWLVrk+eMDAADm4J0HSmZ62JkJIbk/Sm2RV0V6nFwOAiD+1WyvnHbaaXryySc9uz/bhaU1nuvbW1VRs77hBfjBlHnjg9kUkMdHtMQ3uAyq559/XmeccUbi5+XLl0uSLrjgAq1evVpvvfWWduzYkfh9T0+PLr30Uu3cuVP19fU68cQT9Yc//CHlNj71qU9p7969uuqqq9Ta2qqTTz5Za9euHbJJJwAACBfrw3HbWuPF6mks/Tb6mgZKv5EktobigxGS+6PYkLw3Wm1FQM5oleBK/po23BWkWeOFBOOV0XL1RZw9ZgO28qI9LpkdkIdxZvmsWbMUi8Uy/n716tUpP19++eW6/PLLc97usmXLGKMCAABSWB2OlxKM+yUoI1WCEown64/0E5D7wK1RK6XMHWe0SnC58TVtmKnYkSpW8mHchesYrWKVukh+GyG3djYa2x73WjzwHhyShzEIBwAA8JO17zr8DMZtbI07JYiheDJa5DAJ7XHnufE1bWRm40gVL+eNV0bL1BfJ3IwEcEgQ2+NxhOEAAAD+sjIcdyIYL2WkSrHcbI17Mcc06MF4MlrkwRCE9jgBubPc+po2nGfTSJVcx2BmjQOlC3JADgAAAP9YFY6bMEbF69Y4/ENA7h23RqsExRtdR0qSKyF5/LbjerrMn+cOO/jZGg/CSBXmjovRKhiCgBwAAABOs+IdR+/wWsUqa/1eRkmKbY2bMlIlrMElY1ZgEida5IPDcMBENrXGjRHEueOAjwjIAQAAwsGKcNxpxY5UoTUeXrTI7RWE0SrJCm2RE4YjbEppjRczb5yRKi6jPY5BvGqPAwAAIBx4txEAvPH2BgG5uwoZrdIbrVZVJNzjPwi9YbJSRqrQGgeQC+NVAAAA4JTCK1KW86M1zkiV4OC5sFNbh//7FQBAoSqjoXuZBpNlGNtTF+n2eCGHvNk13JP7eaNrpCf3AwAAAH/wrsty+bbG+5pCvqmXgwjIw2VPJ1/NAAph60acgRipEtTxI8xSD5TWTkPaHwUgIAcAAAiuUIXjxbbGS2F7axwAgHz1N5a2eXYYR6pURrO/TqA9DiMY1hqP86o9DgAAgOAKzTuuUoJxUzfipDXuH9rjABBuxrXG42iPw2kuPPdOtscZrwIAAIBShCYc9wOt8WAjIAcAc5QyUsV0tMfhmyzBuN+tcT8QkAMAAARPKN5thbk1XioC4Ox4fuzBppyA2fwcqVLMvHEApbGxPW6Slq4j/V4CAABAIPBu0CXFtsadxkgVAACc5cdIlYLa44xWgRNKbI3v7/T2Q+kwjFd5o2tk4gQAAABnBPTd02F+bMJZinxGqvg2xxRp9Uf6VRE18xsG8FfLgeEaX7/f72UAgWf7SJXKaJn6IrE8LleuvkieH3pHKwmTUTyP/u60djaquaHDk/ty0htdIzWxbp9n9+WHlq4jVV3h3Puonq5ex24LAADASYFujpcajBc7UsWU1ji8w3gVALBToSNVjN2IMywI/AOH8Srp0RAHAADwRmDDcdsa45LzrXFGqgCpmDue286uYX4vASHk57xx2zBeBa7L8QGE6Rtx2jxehbEpAAAA3gvcuyYbQ3EEA+NVYJuWA8PTnGt26AEMZtJIlVJa4/mOVilYEMerRPoI/t3icDC+v7NOwxu6cl4uzONVCMIBAAD8ZcU7i96mKsWqDoXeVW1D59W5EYjbPlLFqdZ4RbSCkSEwUm+0WlWRHr+XYZX0YTgQXk6PVPFKQbPHgXz53Bh3MiB/s2u4xtXtd+S2cikmICcQBwAAMIcV4XiyoDbD8xmpAvPRHsdgfm7KaWIY3tI1QtUV1Y7cVk8XH44EQVBGqjgRnBfSHmdzTsAc+QbkhOIAAADmsS4cN5kprXH4i4AcfjIxEAfc4uVIFVNa48lCHZAzWsVZLrbG8x2tItnbHpcIvgEAAGwV2A05S1HsSJWgIugFzNZyYHjiBCA/hY5UycbJ4Lwyygft8JhhG3C2djr3dUqvNucEAACAvQjHLZLvm2+n5o2jeMxpRzI3QmsCcQSBLSNVvG6NFxKQV0YLeCkXtKZ1kJrwfvHoOdzfWefJ/QAAAACFIhx3SCkjVZg3DninrcPeN+gE4gDSCXVADld53RqPoz0OAAAArxCOD8JIFTiF9jiSlRJoE4gjiEptjZcyb7yQkSq5WuNutcoZr5In2uPF83icSqHtcQJyAAAAeIFwPAnBeGbMHQdKV0jATUscNuppqsoZevcMy30ZFI72OApiyYcKTgbkAAAAQDq8O/qbUoJxRqogk/5IPx8suKg3Wq2qSI/fyyhIctg9vn5/xt8BNksOv6vbeoecZwu/WuNxldEy9UViBVy+XH2RPPcdiVZaE5DmFOkj8C9EHn/ubo1T2d9Zp+ENXa7cdi5vdg3XuLr9vtw3AAAAzMU7CdEYh7sIyJEJYTjCwLRQvJCRKiZwNSAH0nB7znihAXlrZ6OaGzpcXBEAAADCzK53iAFTSGvc7XZaPgh44SZmtAPIVynzxp1iwnG5ZLStw8fjOeNOcWq8SpBmj+88OMzvJQAAAASCFeF4T5N7b4JLbY2XMlIF4UHwa7c9nUFIwQAUwqTwu9DNOUM5fzwoI2LcZNBzVOjmnE6yOSB/s2t44gQAAABnWPOOaHCIXdNWetjIOBUAYZYu9O8/YNYIDMBJTo1U8SM4Z7wKSuLjnPFMGK+SH4JwAAAAd1kTjg+WHGwXE5T7HYy7tRFnX5O7b4QrohW0oIvE7HH4heY7gsSLkSomtcZLkXdAHpTNOdmYMz0Dg/FiORWQm745J4E4AACAdwLxDqKQoNzvUBwA3EQQDj/1DKvQQFWFqh34dheGKrQ9XpCgBORIZXgwXmh7XApuQE4gDgAA4I9AhOPJvAy/wzpvnPZ48WiPw2mE4TBRzzDzAvJ8R6rkao373Sp3dbxKEAJy2uPWKSYgDwoCcQAAAP9ZsSFn0Lg1UgV24IOFoWx4TkwKofd0RhInwFRujD/xYqRKNn4H48UqaINOBIfhrfFStHY682Laj3CaTTUBAADMwrulInnZGrf1zTgQNH6G0QTisJHfYXahbDneVkZdfA0ShNa17e13J1gWjO/vrCv4OjYF5ATiAAAA5grAOyD4gdEqpWG8ymG2/T3a0xnR6IaoZ/cF2C4ekPs5ZiXfkSrZmBacM14FGVkWjJvArfnjNofhOw8OU1VFtWO313uwx7HbAgAAcBLN8SKU0hp3e6RKZTt/pIDb3AytaYjDZj2RzMegUlvkbrfQTQu/81FogzxU41UI963jZ3vcSbTEAQAA7BKid0mAWWxrTLvB5ufAyQCbQNw7TzzxhP7hH/5BY8eOVVlZmR566KGc19m4caPe+973qqamRkcffbRWr17t+jptlq2l3TOswrpRK0GTd0AehPEqYRTC1rgJ41UIxAEAAOxFOF4gk1vjXmMsCFB8i5xA3B+dnZ066aSTdMstt+R1+ddee01nn322zjjjDG3ZskUXX3yxPv/5z+uRRx5xeaV2yzXGxMuAPJ+RKrla4ya3ypk/nkXY2uMBCMaLaY9L/gTkBOIAAADBYPm7nuAz+Q05Shfm2eM2t8YHy3cOOUG4O9rb21N+rqmpUU1NTdrLnnXWWTrrrLPyvu3bbrtNkydP1g9+8ANJ0rHHHqsnn3xSN954o+bOnVv8okOgu7FcNR2ZZ1wXMouctnl2zB/PItJnf8ifjwAE46Yg7AYAAAgXK94t9DSWqaL6UDOquiP/N39urANwWhgD8iAF43EE3/nZ2TVMleXpg+tC9XUdCnrGjx+fcv6KFSu0cuVKR+5j06ZNmj17dsp5c+fO1cUXX+zI7QddroBccnfDzqC3xpMRkGcR9IDc5j+bNPZ31ml4Q1fB12vtbFRzQ4cLKwIAAECQWfdOITmg9jIoLzUYD9pIlbiKaEUgg04A9mhpaVFTU1Pi50yt8WK0trZqzJgxKeeNGTNG7e3t6urqUl1dcSMAgqq3QaroTT0vn4BcSt8Or27rpzXuooICctsFNSDPMxi3rTVOQA4AAACvWP0uwaugnMZ4dgTkpQtTe5y/K3BaU1NTSjgOf/VGpKpBU4byDcgHczsYD0prPK7Q9nhBbG+Ph5htwTgAAADgpcBsyNnTWJY4OX27tqls9/6PNSzBLkpjSjDe1kHbF/lpbm7W7t27U87bvXu3mpqaaI1nkS5U7m4sz2vMiVO8vC+TFLpBZ2W0gOfJ9uZ10ML9oD2eQfzenNNkrZ2N2s04NwAAAEcE8p2jE0G5k0F7sSNVbGusoTSmBMduMe3xEZAjHzNnztT69etTzlu3bp1mzpzp04rskekYZkpoHbTWeCkIyC0U0HEqTglqQN7a2RjYxwYAAOAXM96huig5KM837LaxLT4Y7XGEQVWkp6TrE5CHTzQa1ZYtW7RlyxZJ0muvvaYtW7Zox44dkqQrr7xS559/fuLyX/ziF/WXv/xFl19+ubZu3aqf/OQn+o//+A9dcsklfizfOn4F5KXevu3BeKHt8UPXCfxLwsNsD8hDFIwX2x6XghWQE4oDAAC4x/L6T+G8Dr6DuhFnJswfL01QZ4+b/HeiraNOwxoL3/QLdnr++ed1xhlnJH5evny5JOmCCy7Q6tWr9dZbbyWCckmaPHmyfvvb3+qSSy7RD3/4Q40bN07/9m//prlz53q+dhv0RoZuyJluBrlU/BxyJ9gefueD+eM5BHWDzr8JQjAedoThAAAA3gjuuwKosr1cfU3eBw8E5Ehmw9+FeIOckDz4Zs2apVgsc2C4evXqtNd58cUXXVxVsKQLw+NhtFMbdbopSMF5oQF5ZbRcfZE8/zwIyP1h+3NehP2ddRreUNzxubWzUc0NHQ6vyD0E4gAAAN4L0XdovRe21jicYUOYnC/bHgtjVgBn9EbSh8xebNSZ67ayhd9BCsaLFar547YJ0TgVJ5keOMdHppi+TgAAgKDiXU3A0R63UxDGq9j65+9li9yJMJ62O0yWqUVu2piVIHN1vEoQ2NIeJxgviUkNckJwAAAAs1jwbkDqiUgVNVK1Ga9p81JqazwI7TUC8vDy4s+91M04c3E6JHerlZ7udgnM4Zf+hpgqBmV4hQbkkooOyUtpjQcZ41VyMD0gJxgvabSKCQjEAQAAzGXwO4Gh4oGzTSG5Cfxqj0sE5KWwtT0ehGA8WXL4XEjo7OeIlmLXDDihLxJTZTR18+tCAnKpuBZ5qaNZgh6cE5DnYHpAjpJ53R4nEAcAALCDle8CTA/JTZw1TkBuJ9sC8qAF44PZOJOcZjn84FRALuXXIs8nGA96+O0GAnID0BpPcKI97nZATiAOAABgH1c35Lz22mv1vve9T42NjRo9erTmz5+vbdu2OXb7PY1mBtGlcusNfGW7f/uv2hTwmsaGDxb6I/2BD8aDpK2jLuMJ4eTG8TpdSznfTTqTxTfsTBeAO7WZZ1iC88EfWCANkwJ+gnFXOB1g+7WhZtuBWk/vzw+33HKLJk2apNraWs2YMUPPPvtsxsvOmjVLZWVlQ05nn3124jILFy4c8vt58+Z58VAAAIDBXE1LH3/8cS1dulRPP/201q1bp97eXs2ZM0ednZ2O3k88JDchKDdhDaYiIC+eV+Fz/H4KPSE42juC/2YbQ7l1vHYqII9LDsoLCcWz3X5YgvG4QgPyymgBLxVNa13bzKSQ3iD7O535EDc50C4m1PYrEI9z6nkw2QMPPKDly5drxYoVeuGFF3TSSSdp7ty52rNnT9rL/+pXv9Jbb72VOL300kuqqKjQggULUi43b968lMv9+7//uxcPBwAAGMzVdzFr165N+Xn16tUaPXq0Nm/erA996ENDLt/d3a3u7sPtl/b29oLv08+RKzYE436OV0Hp3BqzYkPATWsccI+bx2snRqzAWcwfz8Hv8SoFPH+0xp2RHHLHx66YOiLF9mB88PGipqZGNTU1Qy53ww03aMmSJVq0aJEk6bbbbtNvf/tb3XnnnbriiiuGXH7EiBEpP99///2qr68fEo7X1NSoubm51IcBAAACxNM5G21tbZKGvniJu/baazVs2LDEafz48UXfl0lt8kJ40WBjvIrdnGxr29L8JhgHvOX08drpBnkhaI07I3QNcr8CfoLxnNwOh/1shOfiZTC+uzMypGFfyml356F/cMePH59y/Lj22muH3HdPT482b96s2bNnJ84rLy/X7NmztWnTprzWf8cdd+jTn/60GhoaUs7fuHGjRo8erWOOOUZf+tKX9Pbbb5fwLAEAgCDwLCUdGBjQxRdfrL//+7/X8ccfn/YyV155pdra2hKnlpYWR+7bi6DcthCegNx+pYTatoTiEsE44DW3jtd+BuQYyvX54wTkrt5fWIPxONvb04Xa31kXmMfc0tKScvy48sorh1xm37596u/v15gxY1LOHzNmjFpbW3Pex7PPPquXXnpJn//851POnzdvnu655x6tX79e1113nR5//HGdddZZ6u+34zUxAABwh2fvXJYuXaqXXnpJTz75ZMbLZPpanZOSQ2ynRq/YFozH+TlipSJaYU04a7L4c5jPBw42Pt8E44D3Sjle9zUMqLxuIGPLuJARK1LpY1ZojWfn6niVoPBqxIrto2jgmqCE4nFNTU1qampy9T7uuOMOnXDCCTrttNNSzv/0pz+d+P8nnHCCTjzxRE2dOlUbN27UmWee6eqaAACAuTypDy9btkz/9V//pccee0zjxo3z4i7zktwoLybgdrqN7scbdT8b5HBOpk0ybd40k2Ac8J5Tx+tsAWqmBrnTLXLC7/ywQWceDAuuw94ajwtaaDxYkNrihRo5cqQqKiq0e/fulPN3796dc154Z2en7r//fi1evDjn/UyZMkUjR47U9u3bS1ovAACwm6vJaCwW07Jly/Tggw9qw4YNmjx5spt3V7LBYXmm4NvGWebZ+BWQM17FXTYG4gD84cbxutCAXMockBcadOe6PMG5h4ISkLuJcSoYJKyheFx1dbWmT5+u9evXJ84bGBjQ+vXrNXPmzKzX/cUvfqHu7m597nOfy3k/b775pt5++20dddRRJa8ZAADYy9VUdOnSpbr33nu1Zs0aNTY2qrW1Va2trerq6irodnobcl/GLfkG5qXy+406ATlMQmsc8JZTx+vBcgXk+c4hj5+fa0xKPkG638dbE7naHpeCEZC71R43rJVum6CFyGFuiw+2fPly/exnP9Pdd9+tV155RV/60pfU2dmpRYsWSZLOP//8tPPK77jjDs2fP19HHnlkyvnRaFSXXXaZnn76ab3++utav369zj33XB199NGaO3euJ48JAACYydV3K7feeqskadasWSnn33XXXVq4cGFBt+XU/FFk5ucMciCOYBzwnpPH68H6IplnkB/6fX5zyJN/Jx3+PWG3M5g/ngen548XGIzTGk9vf2edhjeU9kGeCQjFU33qU5/S3r17ddVVV6m1tVUnn3yy1q5dm9ikc8eOHSovTz22bNu2TU8++aQeffTRIbdXUVGh//3f/9Xdd9+t/fv3a+zYsZozZ46uueYa1/e8AgAAZnM1HI/F8n+Tla/kN8FBCcpNemMfb5B7GZKzOSfiCMaDb++BiCrkzJvQ/gNVjtwO3DleJ3M6II//vlAmHW9N5GpAHq0MRkvaqYCcYNxRNgfkxYbiBzuDH+guW7ZMy5YtS/u7jRs3DjnvmGOOyXg8q6ur0yOPPOLk8gAAQEBYvRtjMXNIkZ/K9vKUk9sYrwKCcSDY+iIDjm3UWQxeLxggCONVpNJDfoJxV9jWvC52hEpXtEZd0eAH4wAAAF6xOhyPy3fOqIlsWfPgsNyr0BzhQDAOhIdTG3UWwpZjrQmYP56nYgPyILTnDWZDQF7KXHFCcQAAAOcFLt20OSi3kZNBOe3xcCIYB8InW4s8W0DOKBVvEJDnqdCgu4hgnNZ4cJS62SbBOAAAgDsC8u4kPdPnkwftDbsT88qZPx4uBONAuMUD8sHhajwgTxfS5ppFnnw5FK/Q+ePIgWDcM+nmjzvRKC9mprlTTXaCcQAAAPcEOhxPFn+TbGJIHjSV7eWebugJOxGMA4jLtGFnuo06JYJvExW0OacUrA06pcxt+CA8Rgu5MV4l120Ob+hy/H4JxQEAANwXuLEquZgydsXv+3dbKWNWGK8SfATjAAbLNmaFBrM/GK9SgEhf+lORaI3bh2AcAADATqELx5P5FZIHPRiPK2UWOQF5cBGMA8gk1yxyQnLvuR6QYwiCcRCMAwAAeId3MPK2TR6WYDwZATniCMYB5CPbeA5Ccu8VGpAXJEjtccABBOMAAADeIhwfxM2gPIzBeBwBOQjG7dDbWe33EgBJ2Vvkh35PSG6qUI9XKRGt8XAjGAcAAPAe4XgWyUF5qcF2mIPxuFLmkMNuBOPm641WqzdKMA7z5BuSE5S7i/nj7iMYDzeCcQAAAH9Y8U6kv2lAsdpDb4z9DFiTA+6qqG/LsFple7n6mjKHHOlURCvUH+l3aUVwU9BD8XzDZNOfB0Jx2CA5IM8UvCYH5K6OAgmpymiZux9CRCtL2sQSsBXBOAAAgH+sCMeTJQerpgTlKAwBeTiYHggXq5ggOd11THh+CMVhq3hQnq2dHA9xCcmdVUhAXhktz9r6x2G0xsOJUBwAAMB/1oXjyeIBK+M6AHOYEPq6wekgefDtefm8EYojKPINyQnI/VNwQB7C9jjBeDgRjAMAAJghEKlyX9NAwU1k+KuYDzTYnNN8BOOl3Yfb98NccQQVm3d6i/njziEYD5+uaA3BOAAAgEEC9e6DJrld4n9OhXywwXgVMxGKO3+fTj6nBOKwTqbmcI7QtC8yQIvcI67PHwcCyKZQvO1ArSpU69jt9R/g314AAGCmQIXjcabMJUd+Cp1BTkBuFoJxd++/lOfX78cAFCSfURqDL5MmLM81aoWA3B+MVxmK1ng42BSIAwAAhFEgw/FktMntUMwmnfAfwbj78t3M06Q1A3krNfyMXz9DSE5A7q5C2+ME5IcRjNuLsBsAACBYAh+Ox9EmN18hATntcX8FNRSX7AiZbVgjkJOToWekj4DcJwTkCCICcAAAgPAIZUoc38CTprJ5Cvnggg06/UEwDtvdcsstmjRpkmprazVjxgw9++yzGS+7evVqlZWVpZxqa52bwRpKkT53ws4Mt1lQEIui8CFDYWiNmym+USbBOAAAQLiEMhxPRlBuHgJycxGMw3YPPPCAli9frhUrVuiFF17QSSedpLlz52rPnj0Zr9PU1KS33norcXrjjTc8XHHAuN0AzhC8ZwrI2VDSH9k2TU0rx0asNiEYN4+VgXi0MlD/XQAAAPgp9OF4MoJyc1S2lzP+xjAE4wiCG264QUuWLNGiRYt03HHH6bbbblN9fb3uvPPOjNcpKytTc3Nz4jRmzBgPVxwgDgTjdZHuIad874uA3F2FtsfDHJDDf9a2xAnFAQAAHEf6mAFBuRnyCchpj7uPYBwma29vTzl1d6cPTHt6erR582bNnj07cV55eblmz56tTZs2Zbz9aDSqiRMnavz48Tr33HP18ssvO/4YAq3EMSq5gvBCAvJMCMid4fp4FctDQVrjZrAuEJcIxQEAAFzEq6w8xANymsz+yGejTjbodEeQQ3GJYNwP7R21Ku93Zmb3wIFDQdz48eNTzl+xYoVWrlw55PL79u1Tf3//kOb3mDFjtHXr1rT3ccwxx+jOO+/UiSeeqLa2Nq1atUqnn366Xn75ZY0bN86RxxFYDjXF871c2sBr0EadbNBploI357QYwbgZrAvGCcQBAABcxyuuAiQHtATl3iIg9x7BePhURCtUdtC+b2K0tLSoqakp8XNNjXPhx8yZMzVz5szEz6effrqOPfZY/fSnP9U111zj2P0EikNzxQsNEwnIzVAZLSuoiV9wQB6tdH92vcMIxs1gRTBOGA4AAOA5XoEViaDcewTk3gl6MI7DgjCWqKmpKSUcz2TkyJGqqKjQ7t27U87fvXu3mpub87qvqqoqnXLKKdq+fXtRaw28SJ+ceGlRbJiYMSAfhIDcXQTkQA6E4AAAAMYg1XUA88m9wwxyd1VFekIRjIe9NV4RrUicwqS6ulrTp0/X+vXrE+cNDAxo/fr1Ke3wbPr7+/WnP/1JRx11lFvLDL1SW7Zpr0+QCp/QGjeDr63x+Lzw5BMAAACMwaszhwW9UV4VlXoj/q6BBrk7Sg3FhzV2Zf19W0ddSbeP0oUtDE9n+fLluuCCC3TqqafqtNNO00033aTOzk4tWrRIknT++efrXe96l6699lpJ0tVXX633v//9Ovroo7V//35df/31euONN/T5z3/ez4cRWE4FiWkb5IxX8RTtcYJxU/gWjBOCAwAAWIFXbS4aHODaHpZXRVP/N86PsDyfgBz5KyUYzxWKJ1/OhIA8jK1xQvHDPvWpT2nv3r266qqr1NraqpNPPllr165NbNK5Y8cOlZcf/rf6r3/9q5YsWaLW1lYdccQRmj59up566ikdd9xxfj2EwHI6SCQg91+YA3KCcTN4HowTiAMAAFjHildw/Q39itUdagHbHPLEw1zbQ/LBksNyL4PyXAE57fHc3G6Lp7u8nwF52IJxm/+9dNOyZcu0bNmytL/buHFjys833nijbrzxRg9WFW5uBYkE5P4rNCAHnEIwDgAAgHxYl9L2R/qtDzxtbDwPbotnu1y+l3VCrg8aCAczK7UtXmgwnnxduCuM88RhLxMattnaygS73sr0QUVGBgaSJvydhoeYIw4AAGA168LxuHhIbmtQbtMGnsWE3V6G5ATkhSl1000nwm0/AvIwtMYJxWEbL0LEfDfoJCB3T6Hte5sDcoJxM3jWGjfo7x4AAACKY204nsz2kNxkpQbcXoXkBOSZxcNwJ0JxJ0Ntp28v7ML8dxzIJd+APBsC8tK4HpAbgGDcDATjAAAAKIR97zyysDUkN7VF7mSo7UVITkB+iFNheDI3Q2wvAvIgt8Zpi8NWXgeJ+QTkuTaDJCA3GEElvMIYFQAAgEAJVDgeZ+vIFZMCcreCbAJyZw0Owp0Kw+O8anfTIC8coThs5lfDNp/7zRWQo3hBHq9Ca9wMrrfGCcUBAAACJ5DheDLbQnITAnK3A2y3W+S5AnLbuRWED+Z1YM2YlfwQisN2xoWIzB/3VBDHqxj3dzqkCMYBAABQjNC8yosH5DaESn1NA4EPeKXDAXlvxPnbrmwvz/hBQ0W0wqoPTNwOwdPxM6Qe1tilto46x24vSCNVbPj3CzBdXaR7aIgW6RsSfPVFBjIGs32RWMEhLw6rjJYV9CFDZbQ8/0Z/tLLgefKlIBgPiRAG4wc7a1Q+4NwHDgNdfLAIAADMFPwEdhBbmuR+zSH3YvNMr+4z2wcMNoSMXrTDBzOlvW3CGkxCWxxBYUqQyAadQLC41hpnvjgAAEDghS4cj7NlLrkJY1a84NaoFRsDcj9Cccm8QNq09fiBUBxBYkowHufE/HEC8uK5Ol7FozDTtL/TYeVqMA4AAIDAC204nsz0kNyrgNyP1ni6NTi9DpsCcj9CccncINrUdbnNi1C8sr087akiBCOd4D1rQsQC548f+j0BebFsDsit+TuN4hCMAwAAhAYpSBKTQ/KwNMjjwhSQe7XBZiamB9ClrM/GeeNu/n1MDsEBGwxvcPffp3zHqxCQW4qAM/BcaY3z9wYAACBUSEjSMDUgd4tbI01KFV+XU2szMSD3KxCXzJkvno9i1+nn81uIeFPc6b+Hg1vhgB+KbdjGg3FbAnIUx9X2uEtojZuBYBwAAABO8P8dhqFMbJE73R43NRRPx6m1mhKQ+9kUl8xvi4eBW4G4JMJwGKPUYDzTz05zIuykPV48m8arEIwHGME4AABAKJGe5GBaSO5UQG5LKD6YEyG5nwG536G4ZG8wbuu6k3kRiBOKwxROBeO5zncN41WM5keDnGDcHI63xgnGAQAAQosUJU+mheSlsDUYT1ZqSO51QG5KKG57wGzb+pPDcLc+eCEQR5B4HoAnYf64vwptjxeE4DNQXBmnAgAAgNDi3UKB+iP9vm/g2Nc0QBj2N/GAvDdS+HUr28s92ejU71Bcsi9UtpVX/zbY/N9/b2e1ygec2Sh1oIsZ0KYqpmGbTzA+vKFL+zvrillSXuoi3UODt0jfkHC1LzKQtbncF4m5G/YGVGW0rKAPFyqj5Z7Ngqc1bgbmjAMAAMBp9iYsPjKhRV5sqBuE1ng6xT6uTCGjUyGn38G4V23x0Q1RjW7w5i9XoY/H7T8Dt5vhyWiJwwZuBePFXLYYbNBpl7zHq5QQgBKMBxjBOAAAQOjxirAE8YDc7yY5Dim2RZ6pQV4RrSjpQ5CgbLhZSOid6bJ7Oouo9mcxrLFLbR3utUdz8fK/ecJwBJ2fo1QySdsgLxDt8eIU2h4/dB33GuQE4+ZgnAoAAADcQOriAL+a5IW2x4PaGh+smMfpdIPc5mA83gJ3sg3uZbPcTV41xOMIxmGb2obCgsRig3FfAnXmj3vGtQ8VaAlbi3EqAAAAcAvJi4NMGLeCQ4rZsNPtEStuK3WEihcBtq0BuR+hOME4gs7ExngyNuj0V6EBed7jVQpAazzACMYBAADwN6QvLvAyJPdiQ0mbFRqS2xqQO9EW94pNATmhOGAuL8J15o/bJa+APM9QlGDcHI63xgnGAQAAkMSKFKaqoUdVkR7fNzcsFE1ycwR1pIwTG276EVabHpB7HYpLjFBBuJjeGk/mREhKe7w4zGwHc8YBAADgNuvSGEJyFCvfFrkT7fHeaHXely2WE5tu+hlSe3XfXvxZlMK0tnhVp98rQNDZFIxnxHgVz/gxXoXWeICV2BqvjJZnPAEAAMBO1r6SIyQ/LJ/RKoU0p6s7hp6CJJ+Q3OTxKk60xSXz29t+8erP2KRQPP7fRFC/YQFzOB2MexW0M3/cLqUElQTj5jBtnEquv1cE5AAAAHay/lWcrSG5qTIF4ekCc9tDdNsCcidDcVOCcVPWEefFn62JoTjgBdsb48wf9w/jVcLHtmC80MshP7fccosmTZqk2tpazZgxQ88++2zWy//iF7/QtGnTVFtbqxNOOEG/+93vUn4fi8V01VVX6aijjlJdXZ1mz56tP//5z24+BAAAYIHAvIKzLSQP6qgV2wL0YgNyrzkRikvmhdGSmWtygymhOC1x+MH2YDwu31ZxtoCc9nhxHB2vwoaMcBEBuTMeeOABLV++XCtWrNALL7ygk046SXPnztWePXvSXv6pp57SZz7zGS1evFgvvvii5s+fr/nz5+ull15KXOb73/++fvSjH+m2227TM888o4aGBs2dO1cHDx706mEBAAADBe7VWzwktyUodyogz2e0Si5eBdemhefFhIRetcedaotLZofQha6traPO8TW49WdqQihOII4g8zp4HxKQp2mP50JA7o1CQ0pGqpjB1tb44OsQkpfmhhtu0JIlS7Ro0SIdd9xxuu2221RfX68777wz7eV/+MMfat68ebrssst07LHH6pprrtF73/te/fjHP5Z0qDV+00036Rvf+IbOPfdcnXjiibrnnnu0a9cuPfTQQx4+MgAAYJpAv2qzJSQ3oUVuUqPbj9A8W2jo13gVp0Jxyexg3E1+bsZpUigO+CkorfGsmD/uCcarBF8QgnEnrx9E7e3tKafu7qEfSvX09Gjz5s2aPXt24rzy8nLNnj1bmzZtSnu7mzZtSrm8JM2dOzdx+ddee02tra0plxk2bJhmzJiR8TYBAEA4hOIVW3Kb3OSwvNSQ3In2uMncDsqdDsj9DGaThTUYL4TTH3QQigOHBDUYZ/64fxwdr4Jg8zkYd/p2PBetdP4kafz48Ro2bFjidO211w6563379qm/v19jxoxJOX/MmDFqbW1Nu9zW1tasl4//byG3CQAAwiGUQxeTA3JTAsxk/ZF+x8O63kj2sKyn0az2eC7xtfY0Onu7VdFDz1U6le3lBX8A0RutLvoDmbaOOkfb4ybb05nhSbeMCaE4YAovg/HhDV3a3+n8uKVs6iLdJbdc+yIx2tDA3zjeGi+B04F2ZbScD8v+pqWlRU1NTYmfa2rM+XMHAADhZGmVwTmmNsqLbZEHvT0+mAmBvlfzx4thQ2ucYLx0NMUBf+Qzf5zxKkBupo1TcYO1DXKHNTU1pZzSheMjR45URUWFdu/enXL+7t271dzcnPZ2m5ubs14+/r+F3CYAAAgHXqUlMTEo93sWuQ2cDsiLGa+SjYnfToCz/A7GAdMEdZxKXgjIXUfbHlkZMk7F69sOkurqak2fPl3r169PnDcwMKD169dr5syZaa8zc+bMlMtL0rp16xKXnzx5spqbm1Mu097ermeeeSbjbQIAgHCw4hVaU+NBDWvs8nTEhEkheaEBebHtcadHlHjJy4A8nVztcT8C8rC3xr14zv3cdJO2OEzlVzDu1/0yfxwojaOtcYODcS/vIwiWL1+un/3sZ7r77rv1yiuv6Etf+pI6Ozu1aNEiSdL555+vK6+8MnH5r3zlK1q7dq1+8IMfaOvWrVq5cqWef/55LVu2TJJUVlamiy++WN/+9rf18MMP609/+pPOP/98jR07VvPnz/fjIQIAAEOY953DHJID8rYO9+eLmjKf3Ik55LnmjtuuusObgD/T7PGKaEXWDzJKmT8eRMUG407/d1/sf1d+huKAqYbVH5QUvvmxzB/3XmW0jMZ9AJg0Z9xLzCDP7VOf+pT27t2rq666Sq2trTr55JO1du3axIaaO3bsUHn54ddip59+utasWaNvfOMb+vrXv653v/vdeuihh3T88ccnLnP55Zers7NTF154ofbv368PfOADWrt2rWpraz1/fAAAwBzWhePJ/ArK/QrJCwnI+5oGfN8c0A9ObtTp9OacXjK9NW77nHE//tsiFAfMNiQgj/QNabH2RQaytkYJyIESWNAaH3x/BOTZLVu2LNH8Hmzjxo1DzluwYIEWLFiQ8fbKysp09dVX6+qrr3ZqiQAAIAACk57Gx654MXrFz9nkbs8gt3m0SjKnxqzYOF7F9GDcdgTj9rvllls0adIk1dbWasaMGXr22WezXv4Xv/iFpk2bptraWp1wwgn63e9+59FKYT3mjwMZhW2cSqb7ZcwKAACAvwL5aiw5KHc7LE8Oyr0Ky/MNyNM1mzM1oZMRkKfKFExmCklNCMhNZnNr3OtgnLniznvggQe0fPlyrVixQi+88IJOOukkzZ07V3v27El7+aeeekqf+cxntHjxYr344ouaP3++5s+fr5deesnjlSMffm8Emnb+eBoE5M6gZW8vgnHz1gAAABBWoXgl5mdY7lZo3h/pzyskD3tADtiKUDx/7e3tKafu7swB5Q033KAlS5Zo0aJFOu6443Tbbbepvr5ed955Z9rL//CHP9S8efN02WWX6dhjj9U111yj9773vfrxj3/s1sOB5YYE5Gna4zBAmkA1rPOvYQYCcgAAAH+E8lWYl2F5nFuBeT4heVgDcq8250zHqfa4F7P0vURrHBWdFaqIOnTqPPTf2fjx4zVs2LDE6dprr0173z09Pdq8ebNmz56dOK+8vFyzZ8/Wpk2b0l5n06ZNKZeXpLlz52a8PCDlF5DTHi8dz5GdaI1nZtp6AAAAwsCKDTlH1UdV2dDrWrDm9caecYMD8lLGbcQD8kyhbDwgTw74eiO526nxgNmpESVw357OSGDnjgftw4JMaI0XpqWlRU1NTYmfa2rSBy/79u1Tf3+/xowZk3L+mDFjtHXr1rTXaW1tTXv51tbWElcNtwxv6NL+Tv//rWCDTjt1RWvyHo+DwhGM58ZGnQAAAN6yIhyPGxz4uRGWD26S+xWWFxuU90f6s7aW+5oGCg7IpUMhOQF5epXt5Wnb+RXRiqyt/t5otS+bugJB09TUlBKOA0Bc1pAxWpm21U9AboESg3HTEZADAAB4x+pXlkEOy0sJyvNpkQ8OyKX8WuRhDcirovmNooEZ8v1vJtf4GwTLyJEjVVFRod27d6ecv3v3bjU3N6e9TnNzc0GXB5LRHgcOM2mmu6mt8WQE5AAAAN4w/5VhAUY3RFNObhg8r9yLmeXFzijP1louZQ657bPI3VDs7HG32Dzb20RezhtnpIp7qqurNX36dK1fvz5x3sDAgNavX6+ZM2emvc7MmTNTLi9J69aty3h5YDDmj9vJpCA3CBinUhyb1goAAGArq5vjuXjRLJeGtssldxrmxbTJs7XIBzfIpcLGrEjmNsltCfAZrQJ4a/ny5brgggt06qmn6rTTTtNNN92kzs5OLVq0SJJ0/vnn613veldiU8+vfOUr+vCHP6wf/OAHOvvss3X//ffr+eef1+233+7nw0AOpswdj6NB7o+8WrcZRqtIjFcxUsDHqaRDgxwAAMBdoXqF6VVYLrkfmMcD1UJCcqcDcinco1YGyzR7HIA5PvWpT2nv3r266qqr1NraqpNPPllr165NbLq5Y8cOlZcf/jfx9NNP15o1a/SNb3xDX//61/Xud79bDz30kI4//ni/HgJCjIDcewTkpXOsNe5AMG5rEzu+bkJyAAAA54UqHB9sdEPU0/ETyYG5U0F5VaTHiIBc8ickN60hni4gz7Uxp1v2dEZcGy9UjFL/W/Nyc9xkjFQJnmXLlmnZsmVpf7dx48Yh5y1YsEALFixweVUIOifa44BtTBpPE4T/tmiRAwAAOM/1V4m33HKLJk2apNraWs2YMUPPPvus23dZEL/CQydnlRcyk7w/0p82qM00g7yQTSjj88idmks++PbSnbxi62aczB4HUAjTj9m2Y/64c3I9DwUFiDkaySYFvKEVwnEqmQQh5AcAADCJq6+uHnjgAS1fvlwrVqzQCy+8oJNOOklz587Vnj173LzbgvkZkDsdkucr34BcKj4YzifcNiH4zsWJYLyUjTlLbUybEJCbsAYA2dlyzM7X8Ab3N8wuBgF56Vx5/ATkjmOcinuC9ngAAAD85OorqxtuuEFLlizRokWLdNxxx+m2225TfX297rzzTjfv1jpOhuSFtsgHczogt11QHrft4bRfI1WAMOGY7Z18AvJcwh6QZ8PYCf8RjLuvsjOYjwsAAMBrrr2q6unp0ebNmzV79uzDd1ZertmzZ2vTpk1pr9Pd3a329vaUk1dMmM3sR4u80IA8KGFxPop9rG7MqHYiHPYrILc5mPdy3jjgp0KP2X4er8OCgDc9Vz8UoD0OAAAAhI5ryc++ffvU39+vMWPGpJw/ZswYtba2pr3Otddeq2HDhiVO48ePlyS9q67NrWWmMCUg97pFXkhALoUjIHfjMZYyWsUpezojVofVTjLhzwMwRaHH7EzHa9OYOlpFYrxKMTx5vATkJaM1HgyVneWqjDp4oukOAAAMZdSrlCuvvFJtbW2JU0tLi+drMCEgl7zfsJOA3HxOjhbxKiB34n7CMlKlyox/eoC8mHC8DgICcufRuPcXwTgAAABs49rW7yNHjlRFRYV2796dcv7u3bvV3Nyc9jo1NTWqqUn/onp8/X61HBju9DKNFg/InQoHqyI96o1WZ/x9f6R/SJu2r2kg42iJeEAetFAvLMH/ns6IMR8GmYiRKgiTQo/Z2Y7XKExdpDs1UIz0FRwM9kViqoyWObwys3j6IUC0Musc+K5ozdAPNuAcB4JxAAAAIF+upT/V1dWaPn261q9fnzhvYGBA69ev18yZM4u6zfH1+x1aXXamBYZetsgLbZBLwQmTnZypnilYLXWUh9Mtajcb5LTGAXu4ccyGc/JpQwe5QZ7vY3O0Nc54lYKZ9JzQGgcAAEC+XH3luHz5cv3sZz/T3XffrVdeeUVf+tKX1NnZqUWLFrl5tyhR2AJyNzYazfV8mYQZ5ACk4B6zTZ47HufEeBXAT4xTAQAAgK1c/d7ipz71Ke3du1dXXXWVWltbdfLJJ2vt2rVDNvyC95wesSIdCphtGrFiSqDfG63Oa+PUuLaOOke/TSA5P2KFwB2wD8dsf+UzXqUvMpA1+AvieBVfWuNxjFfxFuNUAAAA4APXqxXLli3TG2+8oe7ubj3zzDOaMWNG0bfl1cxxE4M9p8NQSY5v0imZEzhn40ZTPJkXrXE3xo2Y9vfezZEqucbbMG8cYeXkMRuFy6dBnkuQxqv4GozHMV4lJ5OeA1rjAAAAKBSvIOE4UwNyt0PxfKULZrO1+L20pzNiXEgOADgs7PPHB2PcjL8YpwIAAADb8Soy5Nxoj0tmhNBxXobiXs4ad7NZXUpA7vdGnKZ80ADAHDbMHY9j/vghRgX8tMfdRTAOAAAAH1nzSjLMI1XcFsSAPB6Ie7mGUoPxYkJdUwNyAEDxnAjIjQqXC2TEOBXk5MiHAswZBwAAgM+sCcdhHtMCcj8CcaeZ1noudMyK361xJ/g1b9zmv7cAPBCS+ePGBuO0x1OY9HhpjQMAAKAU1DUsMqyxy7XgsCrSkzWY7Y/0p52V3dc0kDNM7I1IVdGSl5jxtv1WTGO8IlqRtpFfjLaOOlc2bE22pzOi0Q1D/xBtbJfn2owT7qpoL1dFjzNBRv9BAhHkb3hDl/Z3+vvhWyHqIt1DA8hIX0pI2xcZyBkM9kViqoyWubFExxkf5kcrs35I0RWtGdr6R2aMUwEAAIABrAjHd3YNU2WD36sIPjcDcieZEIhL7s0X741W5xx1M5hXAbnbSv3wx7TmPQCUIm1APkjQAvJ8ME7FX6aMUyEYBwAAgBN4VZnExhasLUwJtJ1SajDuVGs8md/jSAAAzgvLBp3GjlMZLOTjVUwJxgEAAACnEI5bxu12cDGbc0rezR/3O2TvaxpwrTGerNgGtM0Buc1rBwBPBWz+uDXBeJ6CHpCbgNY4AAAAnMIrSwxhakBuQjDuhHxb44wIKUw+z1eueeN+bcYJwBvDG9z9gNktaedYDwrI8wmOTQ7IrZJH8zmIAbkprXGCcQAAADiJV5d/Y9NIFbfb427zO+QulFdtcafY2MC2cc0AYBobA/KgtcaDypRgHAAAAHAa4TjScrM9LhUekPsVqDsdihc6azwM41WcWGtQWva2fXAEwDv5tMclu0Jkq4PxkLbHi+ZQME5rHAAAAE7jFSYyMiUg9yMwdKMtXuwmnEEOyL1cY66RKgBgunwD8lxMaI9bHYyHjCkhP8E4AAAA3MCrTEuZPlrFpjEkg5m49iAG5E6tLSitcQDesHXueFYBnT9ufDAegva4KeNUCMYBAADgFl5pyq55414rtj0ulbZBZ2/k8Mkrbs4WL7Y17gQTA3IT1wQANkjbHk/D5IDchmDeSbYH5CVhzjgAAAAMxytWiw1r7DIiZOyP9Jc0ssKEOctutsWdCsZ7o9U5P6ywgZN/Z/NtjTNSBUCQ1EW6hwaukb4hQWRfZCBn47YvElNltMzpJWa9v/wuZ3hrPC5amddom65oTd4fbJjClFCf1rg/KjrLVNHn3L8N/d3e/TsDAABQCF5tIqd8AtlS54/7yYZgPM728Sp+BOP5qmznn0MgLIIwWsXGDToDF4wHGONUAAAAEBahf8XJSJX8lNJYNjkgtykYj7MxIG/rqDM6GDeJCd+kAGAxSzfojLMyGM8zBDalie0JgnEAAABYgledyJvb88e9ZmMwXiqvA3KnQ3Gp8GCckSoAgirjmA4DN+g0KYD3kw0BeclrZM44AAAALEI4brlhjWZ9NdzUUNhLXjwHpTSnvQjI3QjFpWA3xgF4KwijVSQ7NuhknIo9TAnvaY0DAADAK6F+5clIlcIFZf64W2vx8sMBEwNyt0JxqbjHS2scQGgZMn88NMF4AW1pUwJoVzBOBQAAAJbh1WcAeN0et33+eBCC8ThTAnI3Q3GJYByAOwLfHvd5/nhogvEimBiQmzBOhWAcAAAAXuMVKFxh6vzxIAXjcX4G5G6H4hKjVAAgHzbNH0+9rwAF4xbP2jYhGAcAAAD8ENpwnJEqpSllvIrkT0AexGDcCcWE216F4sUG44W2xivbQ/tPIYAQ8iIgZwPO3Expj5uyDlrjAAAA8AOvQlE0mwJy24LximhF4pSPUtvV+QTd8UDciw09S3k8QRin0stnd0Z45513dN5556mpqUnDhw/X4sWLFY1Gs15n1qxZKisrSzl98Ytf9GjFKEZQRqtIhY1XcTMgZ5xK/kwJpkvCOBUAAABYjFeiKEkp88clbwJym4LxdIG4nwG5l4G4VFpbXApGMA5znHfeeXr55Ze1bt06/dd//ZeeeOIJXXjhhTmvt2TJEr311luJ0/e//30PVgsc4uT8canwgDz0wXgRQbGfATnjVAAAABB2vKJFyaoiPVkDzf5If9bQsq9pwLWxFrYF49l+l8999karS/rAwqsQfDAn5ooTjMNJr7zyitauXavnnntOp556qiTp5ptv1sc+9jGtWrVKY8eOzXjd+vp6NTc3e7VUOGB4Q5f2d/rz758b6iLd6UPPSF9KmNkXGcirsdsXiakyWpbX5fIR2GA8LlpZ9IcRXjKltU5rHAAAAH4K5atR5o17L1ew6+cmnSbIJ9j1qkHupVKb4nGlBOPMG7dfe3t7yqm7O0NztgCbNm3S8OHDE8G4JM2ePVvl5eV65plnsl73vvvu08iRI3X88cfryiuv1IEDB0peD+CWfINqp2aIBz4YL5LXQbUj98c4FQAAAAQAzXE4Ild7XPK+QW5Tazxf+TbIbeBUiE9j3C5VnVKFQ4XK8r9l4OPHj085f8WKFVq5cmVJt93a2qrRo0ennFdZWakRI0aotbU14/U++9nPauLEiRo7dqz+93//V1/72te0bds2/epXvyppPUCh8m2PS4U3yNlsMw9FtMe7ojWZx+KYhnEqAAAACAhe2cIxJgXkNgXjhYa7+QTkpY5XcZNJoTit8WBoaWlRU1NT4ueamsyNyCuuuELXXXdd1tt75ZVXil5L8kzyE044QUcddZTOPPNMvfrqq5o6dWrRtwv3BW20ilRYQJ6vUoLx0LXGDQ3ITZkzTmscAAAAJghdOB7EkSp+zYlOx6mAXCo+uLQpGC+WjQG5k+NewtAW741IVVG/V2GHpqamlHA8m0svvVQLFy7MepkpU6aoublZe/bsSTm/r69P77zzTkHzxGfMmCFJ2r59O+E4zFLk/PFihS4YN5Qpc8YBAAAAU4QuHIf7nAjIpeJa5LYF46WEvLYE5E7PQA9DMA73jBo1SqNGjcp5uZkzZ2r//v3avHmzpk+fLknasGGDBgYGEoF3PrZs2SJJOuqoo4paL1CqjO3xNNwKyEMdjBvUHjdlzrhEaxwAAADm4JUpXOFUINvXNJB34B2mYLyQ2/Bzg06n2+JOBuOMVEE2xx57rObNm6clS5bo2Wef1R//+EctW7ZMn/70pzV27FhJ0s6dOzVt2jQ9++yzkqRXX31V11xzjTZv3qzXX39dDz/8sM4//3x96EMf0oknnujnw0Gehjd0+b0EV2QMWtOEtk4H2aEOxuOKCJSNbHgTjAMAACCAQvXqNIgjVUyWKyAvJHSOh+TpwvJCAvRCmTRKJRMTm9S90Wqjx6gQjCMf9913n6ZNm6YzzzxTH/vYx/SBD3xAt99+e+L3vb292rZtmw4cOCBJqq6u1h/+8AfNmTNH06ZN06WXXqpPfOIT+s1vfuPXQwAS/AzIURwnA3JT5owDbnjnnXd03nnnqampScOHD9fixYsVjWaeTff666+rrKws7ekXv/hF4nLpfn///fd78ZAAAICHeKULV+UasZLPeJV03ArDg8rL8Sqmj1EhGEe+RowYoTVr1mT8/aRJkxSLHd6ccPz48Xr88ce9WBpcFMSNOXNKs0GnEyNWCNmTFDFeRXJmxIpJwTitcbjhvPPO01tvvaV169apt7dXixYt0oUXXpjxGD5+/Hi99dZbKefdfvvtuv7663XWWWelnH/XXXdp3rx5iZ+HDx/u+PoBAIC/CMfhunwCcsm8BrQNrfE4E+aPmx6KS/YF42zKCcBJWeePOxyQE4w7J/5nVmhIbtpoFoJxuOGVV17R2rVr9dxzz+nUU0+VJN1888362Mc+plWrViVGoSWrqKgYsrn2gw8+qE9+8pOKRFK/aTx8+PCCNuIGAAD24VWq5do67Gi35RPKmhRGu70WN4JfP+ePE4wDgB0KDViLCbkJxjMosYHdFa3JGXjHL+NYMM6ccTisvb095dTdXdo3IzZt2qThw4cngnFJmj17tsrLy/XMM8/kdRubN2/Wli1btHjx4iG/W7p0qUaOHKnTTjtNd955Z8o3xgAAQDCEpjnOvHH/5WqQS8WPWXGSSSF9ofxokBOMAwiaoI9WydggT9MelwprkBOM51DkeJVknjXCCcZDrSoqVfQ6d3vlf8vAx48fn3L+ihUrtHLlyqJvt7W1VaNHj045r7KyUiNGjFBra2tet3HHHXfo2GOP1emnn55y/tVXX62PfOQjqq+v16OPPqp/+Zd/UTQa1UUXXVT0egEAgHlCE47DDKYH5DYH43FeBeRutNAJxgHAZyUE5ATjAUIwDpe0tLSoqakp8XNNTfoPe6644gpdd911WW/rlVdeKXk9XV1dWrNmjb75zW8O+V3yeaeccoo6Ozt1/fXXE44DABAwhOPwXL4BueTtHPIgBONx+QbkUn4jbzJd1ylu/TkTjAMoVmjb41LOgJwQvEQOtMdtQDCOdJqamlLC8UwuvfRSLVy4MOtlpkyZoubmZu3Zsyfl/L6+Pr3zzjt5zQr/5S9/qQMHDuj888/PedkZM2bommuuUXd3d8ZQHwAA2CcU4XhQR6rYMm88nXgga0qLPEjBeKEKCclpi3uPTTkBuKXYgBwOMDkgd6A1TjCOUo0aNUqjRo3KebmZM2dq//792rx5s6ZPny5J2rBhgwYGBjRjxoyc17/jjjt0zjnn5HVfW7Zs0RFHHEEwDgBAwIQiHIe5TGiRBzUYz6c9nmxwSO7W5p3JnP4zDVIoDsB/QW+PS8UF5AgwgnFY5thjj9W8efO0ZMkS3Xbbbert7dWyZcv06U9/WmPHjpUk7dy5U2eeeabuuecenXbaaYnrbt++XU888YR+97vfDbnd3/zmN9q9e7fe//73q7a2VuvWrdN3v/tdffWrX/XssQEAAG/wjge+yycgl8zYrNMJXj6GQgNyyZtQXHL2eSAUB4DiEZD7xLT2OME4LHXfffdp2bJlOvPMM1VeXq5PfOIT+tGPfpT4fW9vr7Zt26YDBw6kXO/OO+/UuHHjNGfOnCG3WVVVpVtuuUWXXHKJYrGYjj76aN1www1asmSJ648HAAB4i3c7MIJfAXlQW+PJignI3URbHIBNwtAel/IIyCVCcjckP6d+BuUE47DYiBEjtGbNmoy/nzRpkmKx2JDzv/vd7+q73/1u2uvMmzdP8+bNc2yNAADAXIF/FRvUeeNBVBXpyWvudX+k35Gw16TA2G2mNO4JxovTyz9jADxQF+nOfgGTWs5BFK1Mf/LifktEMA4AAABb8UrWUjZvxplLPgG5VFq47Vcw7mdIXRGt8P3+nVLZXh6aYBwAvJRXQB4/wRtuhuQE4wAAAAg5vh8LI+W7KWRyyG1KO9p0foxZYb44AJuFZbRKXDwgzzhmJW5wQM7YFXc5PYKFYBwAAAAIdjjOSJXCDWvsKujybjfY851FLpk/JsWk8N7LgJxg3Bm9Eakq6vcqAIRJcos8Z1AusXmnl+LPc7EhOcE4AAAAICng4TjyV2gonu16TgfmhQTkyJ/bATmhOIAgCVt7fLCC2+SE5N4otE3OnwsAAACQgsQJRQfj2W7P6dvMdw65qUxqjSdzaw45wTgABFNdpDv3XHKJmeR+yDSb3IXNPWmNAwAAICgCWx9hpEpuTgfY2W7fiTY5DXL3ONkiJxhHNtVRqcKhz7r67f7MDBYKe3s8WV5Ncsas+MPl55xgHAAAAEHCO5YQcjsUz/c+iwnM892o0ySmtsYHKzUgJxR3H3PHAZimLtJNQB4iBOMAAAAIGt6tWGpYY1fB4bIfoXg2g9dTyOOhRe6O5IA7n6DcjeCfYByAyWiPD0VAHg4E4wAAAAiiQL5TYaTKYaYF4tkUGvjb2CK3yeDgOzksJxQHEGYE5EPlDMhhLUJxAAAABFkgw/GwsykQHyy+9qC0yG0ZqZIPNx8LwXj+GK0CwG3DG7K/jsj0wUDWgJz2uJUIxgEAABB0vOK1WHIIPqyxK3EKgkIfS7xFDrtUtpcTjAOwUq4A2UbDG7ryelzZLhPfqDOtSF8xy4JPCMYBAAAQBrzqtVyQAvF0Cnl8BOR2IRQHAHMUGvYTkAcbwTgAAADCInCvfJk3Hkz5huQE5OajLQ4gKILSHi/2cRT9+AnIXVdIuF0ZLR9yAgAAAMKC4Y+wSnJAnmkuuSkzyIM0b9wphOLOYO44YA7bN+csNeDP9PhzbtDJDPKS5QqxCblRiqpOqaLXudsrp78CAAAMxbsSWCvb5p2mBOSmyTec7msa8OV+AQDecLL1TkDuLUJvAAAAwDmBenXNSBUkY8TKIfExJoUE1E6NPmGECoAwsG28ihvrzXSbWeePS4xYKQAjTwAAAADn8Qob1ss2i9yvgNyEkSpOBNPFBOtO3TcA2MSWgNzNdRKQu4NQHAAAAHAP32VFIAxr7DJ+BrmX3AimCbvNwtxxAIWyJcDHYYTiAAAAgLsC84qbkSowpUHud2ucEBsA/GFy+OzV2miPO4dgHAAAAHAfr7oRKNkC8jAgGAcA+I2AvHQE4wAAAIA3eOWN0GCDTgCA20xsj/uxJgLy4hGMAwAAAN5h5jiMM7ph6CDlQsbm+Dl/3M+RKrTGw4e544CZhjd0aX9n+uOQ1woNxpsbOiRJrZ2NbiwnP5E+KRq+l6hOhuKV0bKUn/siMcduGwAAAAiSQLzzYN643dKF4Zkuk++fddg26CQYBwAMVmwwPvj/FxuUZ/qQoC7Sra5oTfYrhywgdzMYT3ceYTkAAABwCIkafDO6IZpXMD74Ovnyev64X61xL4NxWsoAkB+/x6uUEowX8rti15FzvIoUmhErTgXjldGytMF4pssCAAAAIByHD4oJxQdfv1RBmT/uRTBeFT18SvczAMAcwxu6CgrGmxs68gq/fQvIA87JYNyL6wAAAABBY304zkgVuzgRbBdyO9na404G5H7OGndDvgE4ITmC7Dvf+Y5OP/101dfXa/jw4XldJxaL6aqrrtJRRx2luro6zZ49W3/+85/dXSiM5XV73Mm2uBOXzwcbdJamkLZ4pusDAAAAYWZ9OA47lNoWL4VXAbnX3GqNFxN2E5L7p5fPB13T09OjBQsW6Etf+lLe1/n+97+vH/3oR7rtttv0zDPPqKGhQXPnztXBgwddXClM5lVA7nYwXqqSnoeABuSltsadCrYJyAEAABBmhONwnVuhuFPzx20MyN0Ixp0IuAnI4Yf29vaUU3e3M6MavvWtb+mSSy7RCSeckNflY7GYbrrpJn3jG9/Queee+/+3d/+xddX3/cdfjn/Fie1kKU5MlgTipMPtCksWSiCtKqeJiEu/a/mhbEhUq1FmBAt0NFkhoEHKr2Wo1qiW0TRIU0wHlGowoFSCNqJApyn8WJiHgnAks4YYuw4hmX8m2PGP7x/udXyd++vc+znnfD7nPB/SVWv73nM/9yjkk/u6L7+PLrnkEv3kJz9Rd3e3nn/+eSNrAlIJMhhn/rgZtgTjfh0PAAAAcIXT4TgjVeznd1s8rDZ61JgMtWmRI5OygQmjN0launSp5s2bN3XbtWtXKK/tt7/9rXp6erRx48ap782bN09r167VgQMHQlkT7OBXe9zrfHHJTGOc+eOFsS0YBwAAAOKsJOwFILqCCq4Xzh3M6YOSeVWn1TdQkfJnpZUjOjNYltfzBz1v3GRr3M8Qu3SQkR8IRmdnp6qrq6e+Li8vD2UdPT09kqRFixYlfX/RokVTP0N8zZ97Wr1DqfegfI/nlclRKrVzB9QzVGXseNJkQH56MMN/v5Wj0mC8/+nqZzBeMlik0coJ344PAAAA2Mjp5jjsZWujO2rjVQoRRLubFjmCUF1dnXTLFI7v2LFDRUVFGW/t7e0Brh7wJp+2uBT8jPFM4jx/vJDWeBCNcVrpAAAAiBtfwvEjR45oy5YtWr58uSoqKrRixQrt3LlTIyPxCh/jKKwLb8Zl/rip1njQgTUBOWyxfft2vf/++xlvdXV1eR27trZWknTs2LGk7x87dmzqZzZizw5OIaFwvqG45F8wzvxxb2wPxsN4LgAAACBsvvxuant7u8bHx7V3716tXLlShw4dUnNzs4aGhtTS0mLkOZg3bp+w2+K5jlfJxsuIlSBHqrgajE9/XsasIGw1NTWqqanx5djLly9XbW2tXnnlFa1atUrS5MVC33zzTd1yyy2+PKcJQezZOCsRCuc6YsWveeWmFDJeJd2omazjVWImjLCaESsAAACIC1/C8cbGRjU2Nk59XVdXp8OHD2vPnj280Y6osIPxBBPzx6OskGC8bEZBcCSPLCTx/ITkZp2ppJ3vh6NHj+rkyZM6evSoxsbG1NbWJklauXKlKisn/xDX19dr165duuaaa1RUVKTbb79dDz74oD772c9q+fLluueee7R48WJdffXV4b2QLNizw5FpBrnJQNymcSpeRG3+eL6t8TBb3ATkAAAAiIPA3lX09fVpwYIFGe8zPDys4eGzv07b39/v97JggC3BuFd+XaDTDyYvwpmPmcF44nv5BOQSLXK44d5779Xjjz8+9fXq1aslSa+++qoaGhokSYcPH1ZfX9/Ufe644w4NDQ3ppptuUm9vr7785S/r5Zdf1uzZswNde6Gy7dns12b43QoPKhj3oz2eE0cC8kLGqYSNgBwAAABRF8g7io6ODu3evTtrA23Xrl267777sh6PkSr2sDEY9zJepdAG+VjlWKCjVQqRT7M4VSie6uf5tsgJyGGz1tZWtba2ZrzPxERyaFRUVKT7779f999/v48r81cue3au+zXCE3RjPLTxKo4E5Plg9jfCVDY4rpLScWPHGz1j7lgAAAAmeaqy7NixQ0VFRRlv7e3tSY/p6upSY2OjNm/erObm5ozHv+uuu9TX1zd16+zs9P6KEBgbg/EEE2uz5eKcJlrjfgTjM+/r5f4JjAIB/OPnns1+bbewRqlwgc5zuThOZSab1gIAAACY5qlqs337djU1NWW8T11d3dT/7+7u1vr167Vu3To99thjWY9fXl6u8nIuwOQCm4PxhCjMH3chGJ/5OK8tchrkgD/83LPZr+3l6ozxTFy9QGcUgvEExqsAAAAgqjyF4zU1Naqpqcnpvl1dXVq/fr3WrFmjffv2adYsM/MWGakSPheC8YRCA3LbZo8HId9gfPrjCciB8NmwZyNYNgTjzB+PLgJyAAAARJEv7367urrU0NCgZcuWqaWlRcePH1dPT496enr8eDoEyKVg3HVhtMYLDcYLOQ4jVoBwsGdHgw3BeALjVaLVGp/O9vUBAAAAXvlSsdm/f786OjrU0dGhJUuWJP1s5sXL4A5Xg/G4tsfDCsYLkVgzLXIgOOzZ7rMpGE+I8wU6oxqMJ9AgBwAAQJT40hxvamrSxMREyhvc5GownpDr+udVpW6sBa3Q1rgNwXghx6RF7h0fKCBf7NluszEY91NODXIHuRKMJ7i2XgAAACAdp4aKMm88HK4H4wmFBOSllSOml2MNPxvjBOQA4B/bg3E/xqvkJMTxKvm2xgEAAACEg3/BI6OoBON+GqscM3q8IFvjQYxSISAHAPNsD8YTmD+eXb4t7NLBcPdJ2uMAAACIAsJxpBXFYNz21xS1YNzEc4X95h8AEB6XAvJ8WuOFBOPT/39Y+yQBOQAAAFznTDjOSJVg2R4iFyKX1+biaBVbg3FTz0lADgCTXGmNJ/i1Xpvmj4cVjOfyfb8RkAMAAMBlzoTjCE6Ug/EE06/RxGiVQlvjuQojGDf13ATkAOLOtWA8IY7zx/2QbR8Mq0VOQA4AAABXEY4jSRyC8Vy51B53KTQ2EZC79HoBwBRXg/GEqM4fD6o17mXvIyAHAAAAcuNEOH78FCNVghC3YNym11tIa9z2cSqpmFgHATmAOHE9GDfBxoDcxmC8kMcUioAcAAAArnEiHIf/bAqKg2TD647DOJVUTAXkhORnneFzRCCSohSMhzp/3IIRK0EF4yYemy8CcgAAALiEcBxWBMS28jJaxcTcca9yfdNrWzBuGiE5gKiKUjCe4Nf88aAv0JlPa9wrE3sb+yMAAACQXknYCwCQnygE42UD0kiVueMlzgkNanuV9Y+ppNTMB0mjZ4L/QApA+ObPPa3eoYr8Hlw5Kg2G889fr41qk6F26WCwe2PJYJFGKyeCe0IAAAAgTzTHY47WeH5MtcfzHakShWA8wY810iQHEAVRbI0nFPraCpo/boDX1niYwbifx8yE8SoAAABwAeF4jBGMT8p2HlKNVoFZfoX4hOQAXBXlYDwhtPnjBc4e9zsY9xMBOaLooYce0rp16zRnzhzNnz8/p8c0NTWpqKgo6dbY2Jh0n5MnT+qGG25QdXW15s+fry1btmhwkH9YAgAQNYTjMUUwXriwZo9HqTU+nZ/rJSQH4JI4BOMJfs0fd5nf+xUBOaJmZGREmzdv1i233OLpcY2Njfrd7343dfvpT3+a9PMbbrhB7733nvbv369f/OIX+s1vfqObbrrJ5NIBAIAFmDkeQwTjdshnpEpUg/EE0zPIZ2ImOQDbxSkYNyHd/PGKymGdHixP/8A8Z4+7OE4l3fMwgxxh6O/vT/q6vLxc5eUZ/lvNwX333SdJam1t9fS48vJy1dbWpvzZ+++/r5dffllvv/22Lr30UknS7t27ddVVV6mlpUWLFy8uaM0AAMAeNMdjhmA8tXxHqwTZHo96MJ4QxPoTTXLa5ABsEtdgPLTxKh5FJRgP6/lokLulrG/M+E2Sli5dqnnz5k3ddu3aFdprfO2117Rw4UJddNFFuuWWW3TixImpnx04cEDz58+fCsYlaePGjZo1a5befPPNMJYLAAB8QnM8RgjGo8/1YDzB7wb5dLTJAdggrsF4Qu3cAfUM5fcXf7r2uJRDg9wntgfj05+XBjmC1NnZqerq6qmvC22N56uxsVHXXnutli9frg8++EB33323vva1r+nAgQMqLi5WT0+PFi5cmPSYkpISLViwQD09PaGsGQAA+IPmeEwQjPsnn/a415EqNJz9R5McAMIV+PxxDxfm9Noa9yLsvYcGOYJUXV2ddEsXju/YseOcC2bOvLW3t+e9juuvv17f+MY3dPHFF+vqq6/WL37xC7399tt67bXX8j4mAABwE83xGCAYN2Ne1Wn1DaRupvkpLuNUZgqyPT7dzPNNoxyA3+LeGjcl7/njhrkY/gbdIAey2b59u5qamjLep66uztjz1dXV6bzzzlNHR4c2bNig2tpaffzxx0n3GR0d1cmTJ9POKQcAAG4iHI84gvFglFaO6MxgWWjPH7VgPCGsgHw6wnIAfiIYT1bIeBW/eGmNuzJOJZUgx4wxXgXZ1NTUqKamJrDn++ijj3TixAmdf/75kqQrrrhCvb29OnjwoNasWSNJ+vWvf63x8XGtXbs2sHUBAAD/MVYlwgjG3ZfLm+aoBuMJtr0+LuYJwBSC8dT8GK9i+uKcqbgcjE8X1LpcbNjDTkePHlVbW5uOHj2qsbExtbW1qa2tTYODZ/8w19fX67nnnpMkDQ4O6nvf+57eeOMNHTlyRK+88oq++c1vauXKldq0aZMk6XOf+5waGxvV3Nyst956S//5n/+pW2+9Vddff70WL14cyusEAAD+IByPKIJxf8yrSj/TNNXs8Uxzx7MhGD/L1tdJUA4gXwTj/vE0f9zD3HGTbN83gtrbCMhhwr333qvVq1dr586dGhwc1OrVq7V69Wr913/919R9Dh8+rL6+PklScXGx3n33XX3jG9/QH/3RH2nLli1as2aN/uM//iNpBvqTTz6p+vp6bdiwQVdddZW+/OUv67HHHgv89QEAAH8xViWCCMbzs3DuoD4ecmdmhq2BsV9sGLGSSaoQgREsAFIhGM/Oj/Eqfs4e9xLy2h6MTxfEqBVGrKBQra2tam1tzXifiYmzf8YqKir0y1/+MutxFyxYoKeeeqrQ5QEAAMvRHI8YgvFocOmNc5Bc+0BgerM81Q1A/BCM586P8Spe5TJvPA7tZ7/3rDicQwAAANiJcDxCCMaDYWK0ymj1ePpjME4lNgjMASAz0wF5ytnjAY5Wcfnveb/3KQJyAAAAhIFwPCIIxuMj7sF41F9/IUG5y6ELEAe0xqMnquNUMvHzA10CcgAAAASNcDwCCMajI9sbzagHw7mKy3mgTQ5EB8F4/gJpj+chjsH4TH7sUwTkAAAACBLhOJAHr6NVYF5cAnIpt/AhqsELEAUE4/EWh7+fTYfkBOQAAAAICuG442iNuyHV3HGv4hQG5ypu5yTdr7LHIXgBXEUwbobv59Hj3HHC29RMhuScYwAAAASBcNxhBOPxEbcQ2Iu4nhsu4um/hx56SOvWrdOcOXM0f/78nB7T1NSkoqKipFtjY6O/C7XIIvalJATjZpk8n6ZGq2QT17+j2Z8AAADgCsJxRxGMx0dcw18vOEfww8jIiDZv3qxbbrnF0+MaGxv1u9/9bur205/+1KcVwmYE49GVa6OZcLjwc0B7HAAAAH4rCXsB8I5g3A7zqk6rb6DC2PF4E12YsgFppCrsVSAM/f39SV+Xl5ervLy84OPed999kqTW1lZPjysvL1dtbW3Bz++q2rkD6hniP0b4I58/X/PnnlbvUA77deWoNGjmn8bs6WclzsWZyvweXzJYpNHKCXMLAgAAAKahOe4YgnF3mZg7jsxokNuvtP+MSvsM3frPSJKWLl2qefPmTd127doV6mt87bXXtHDhQl100UW65ZZbdOLEiVDXg+DRGo+uXJrMBOOpFXJeaJADAADALzTHHUIw7o7SyhGdGSwr+DiEvUB2nZ2dqq6unvraRGs8X42Njbr22mu1fPlyffDBB7r77rv1ta99TQcOHFBxcXFo6wpanNvjBOP+M/Xnq6JyWKcHw/v7Io4KaZHTIAcAAIAfCMcdYTIYXzqnN+X3O0/NN/YcQFgYrxI/1dXVSeF4Jjt27NDDDz+c8T7vv/++6uvr81rL9ddfP/X/L774Yl1yySVasWKFXnvtNW3YsCGvY8IdBOPBsfUDGFrjuSkdJCAHAACAHQjHHRBEMJ7qZ4TlMKlsIP2b2ZEqs78uTUCOdLZv366mpqaM96mrqzP2fHV1dTrvvPPU0dFBOB5xBOMRUcDccYJxb/JtkROQAwAAwCTCccsFFYxnun9cQvKPh/K8UhSyyhSMT/+5yZCcgByp1NTUqKamJrDn++ijj3TixAmdf/75gT2nLWxt9voh32B8SUXv1P//6PR8M4sBHJNPi5yAHAAAAKZwQU6LhRmMm3oskC0Yn3lfL/fPfjxjh0IMHT16VG1tbTp69KjGxsbU1tamtrY2DQ6e/bu5vr5ezz33nCRpcHBQ3/ve9/TGG2/oyJEjeuWVV/TNb35TK1eu1KZNm8J6GaGKQ5s6n9e4pKI3KRhPfA9uy2dMCCbl07rnIp3+Kus/o7I+g7ffX0QbAADANjTHLWT6wpsmwu24tciDMFo9rpL+s59PnamM3q9k5xt0lw1MGGuR0yBHvu699149/vjjU1+vXr1akvTqq6+qoaFBknT48GH19fVJkoqLi/Xuu+/q8ccfV29vrxYvXqwrr7xSDzzwQKgXCYVdMoXgSyp6aZBbZrRyXCWDdEmCQIMcAAAAYSAct4yNwXiq4xGSB2Okyt32c6ENcJOjVgjIkY/W1la1trZmvM/ExNk/5xUVFfrlL3/p86rcE+XxKl5a47k2wwnI7TZaOZGxsRzFD7ptR0AOAACAQlCFsYjtwXhQx46q4sHisJcQGLOjUcyMWnH1QwYAdvIjGM/3/kBU5PvBAiNWAAAAkC/CcUu4FIxPfw5CcsxkMhg3fVwCciAcUZs97mcwPv1xhORuYvZ4YQjIAQAAECTCcQuYvvBm0IF1FELyj4d4J2uCX8H49OMXPq7F0GIAxFIQwbjpY8AsRnj4j4AcAAAAQSEcD5npYDxMYT9/FLjcNvM7GDf5XGUDhORA0KLQHg86GPfjWAiGy/u5LQjIAQAAEATC8ZAsnDsYqWA8IQotchPODJYZO5YLF5IMMhif/py0yAG3uByQhxWM+3lMwHYE5AAAAPAb4XgIXJwv7lUcQvK+gQpfjpuqbWZzQB5GMG7y+QnIAWQTdjAexLFd0zOU+8bYO+Rhvx4sOedbo5XjKb6Xfe+hPW4GATkAAAD8RDgesDgE49PZvj5EAwE54A7X2uO2BONBPkdcnB4sL+jxzB4PDgE5AAAA/EI4HhDTY1Qkd4Jn21vkpi/GmWqkSvFgsbdjONIeD7s1Ph0BOQDTbAvGw3guFIb2uDkE5AAAAPAD4XgATIfikjvB+HS2h+RemBqpMlp97q9qZ2JTQG5TMJ5AQA64wYX2uK3BeJjP6SJPI1XywHgVNxCQAwAAIB3CcR/50RaX3AzGp4tSSO4nm99M2xiMJxR6oU4CcgC2B+M2PHeYvMwbT8frSJVUc8cRvHzb4xIBOQAAAFIjHPeJH6G45H4wPl2UXktCqpEqBR3PwvEqNgfj0xGQA3aztT3uSjBu0xrijvZ4sAjIAQAAYBLhuGF+tcWlaIbJLrbITY1UcZErwXhCoQE5ITngL9sCcteC8QSb1mKTdCNVCr0QZyoE5MEiIAcAAIAphOOG+B2KuxYgexWF15iuNe71YpznHNeS9rhrwbgpBORAPLgajCfYuCY/mBipEiYCcnMKDcgJyQEAACARjhvhVyguRbMtnknQr/fjofDfpeZyUc6wA3KXg3ETaycgB/wTdnu8du6A88F4gs1rs0XG1vhgScbHZps7nkt7HGYVEpBLtMgBAABAOF4QP9viUvyC8QSbW+TpRqqYnjVuE5eD8YRCL9I5eQxDiwFwjrACcq/P60L47MIag5BupIoNaI+bRUAOAACAQmSuyCAlPwPxBFvD4SAlzkHnqfmhrqMQuY5UGa0eV0l/5s+qzlSe+wZwpMrf0DYKwfh0ZQMTGqnK/01w2UD4F0R1XWnvpyopNvPnqmhs2MhxYIfauQOBjsyIYjCesKSiVx+dnh/2MozL9c+Hn7PGRyvHVTKYfr8erZwgbA1B6WBhHzqUDBbR/AcAAIgpmuMeEYwHz5bz4Xdr3LbxKlELxhNokAP2CqpBHuVgPMHFNfspazCeZaTKdCbGq9AeN48GOQAAAPJBOJ4jv0eoJNgSBMeB3/PGC70QZ5iiGownmAjICckBf/gZkHudLy65HTK7vPaZCm2NB40WspsIyAEAAOKHcDyLoEJxiWA8k7DPTVCzxm1oj0c9GE/gQp2AvUwH5PmE4lI0wuUlFb2ReB2FMNkaT8jWHs8F7XHzCm2PSwTkAAAAccPM8TSCCsQTwg5/kV66YDyTMFrjJuaPxyUYN4k55IDdwrrYp22iOod8uqBb4ybmj6e6nggKU+j8cYkZ5JJUPPCpig1dI0SSJrhOCAAAsBTN8RQIxu1k23ky3RpPyLc9Xqg4BuOmXjMNcsC8QkPtfNviCVFsW7v6mgq5UKuJi3AWIu4Ba1hokAMAACBXhOO/lxifQjAeD7nOGw+rNR70eJU4BuMJBOSAvbwG3In7Fxqsuxoi5yKqry3v1ngeI1WmY7yKvQjIAQAAkIvYj1UJOgyfjmDcXX61xk0wMV4lbsoGJjRSVfgb4MR5Z8wKYFaqsDvRJjY9NiWq4fF0Lo1YyaU1ni4YD6o1bmK8CvzBiBUAAABkE8vmeFgt8ekIxu2Xz0U4Tc4aD2u8SlyZbM/z4QTgPxMN8ZniEIwnRP215hSMF9ga9yJbuMp+7h8a5AAAAMgkVuF42IF4AsF4uHIdqWKDoMerxB0BORBfUQ+LU4nCaw76IpzpMF7FbqYCckJyAACA6Il8OG5DS3w6gnE3hN0aN4GAPD8E5ED8RCEkzpfNrz3fC3GG1RrPFpDnMpqDgNw/JgJyiRY5AABA1EQyHLctEE8gGC9M56n5BR/DpdZ4AuNVgmc6ICckB+xlczgcFFfPgS2tcS+YXR0NBOQAAADREZlw3NZAPIFg3B2utsYZr2KWyYB88nhGDwfAAFdDYT/Ydi6ytcYLuginj7PGGa9iN1PtcYmAHAAAICqcDsdtD8QTCMbtUEhrPFMwHoRc2uPp5BKQj1TxBi8VAnIgumwLg23AOTGD8Sp2IyAHAADAdE6G4y4E4gkE425J1xrPJKjWOONVwuFHQE5IDoSLEDg9G86Nr61xSzBeJVymA3JCcgAAAHc5FY67FIpLBOOuyWeciisYr1IY0wH55DGNHxJADmwIf21n8zkqeM64jyNVpmO8iv1MBuQSLXIAAABXORGO18xxKxSXCMZt49eFOIOeNV5Ie5yAvDAE5ID7bA59bRPWucrWGk/HxtY441Xs50dATpMcAADALU6E464hGHePS61xAvJoYcwKAFvZ9mFCweNUAmqNe8F4lfCZDsgTCMkBAADcQDhuGMG4ffJtjWcLxoNujfuNi3Jm50d7/OyxfTs0ANkX9LoiyPOWqTXuyjiVmRiv4ga/AnKJkBwAAMB2hOOGLJ3TSzDuqHwuwhk22uPh8TsgJyS3w5EjR7RlyxYtX75cFRUVWrFihXbu3KmRkZGMj/v000+1detWfeYzn1FlZaWuu+46HTt2LKBVIx2C8cLYfP5sHKcyE+NV3OBnQC4xcgUAAMBWhOMGEIpHjwutcQLy8PgZkE8e39fDIwft7e0aHx/X3r179d577+mRRx7Rj3/8Y919990ZH/fd735XL774ov7t3/5Nr7/+urq7u3XttdcGtGqkYnOw6xK/z2M+rXGXx6nMxHiVeCEkBwAAsIf97xYsRzAejM5T8/N6XLaRKqla4y4E434ZqSryPfiNirKBCV9H0SQCcj7ICEdjY6MaGxunvq6rq9Phw4e1Z88etbS0pHxMX1+f/uVf/kVPPfWUvvrVr0qS9u3bp8997nN64403dPnllweydpxFMG7WkopefXR6fqDPWfA4FUuMVo6rZLCwTsqZSv/bzXFXOhhsSz8RkPPhCAAAQHh8b44PDw9r1apVKioqUltbm99PFyiCcYSN9ni4gvgggRZ5dv39/Um34eFhX56nr69PCxYsSPvzgwcP6syZM9q4cePU9+rr67Vs2TIdOHDAlzWZFqU9m2DcH7acVxdb44xXcUMYH0DQJM9fPmPQTp48qdtuu00XXXSRKioqtGzZMn3nO99RX19f0v2KiorOuT399NN+vyQAABAw398x3HHHHVq8eLH+53/+x++nChTBuP1ojZ+Vrm02UkX4Wii/G+STzzH5v1H4QKOod0BFszLP7c75WOOTIfjSpUuTvr9z5059//vfN/IcCR0dHdq9e3fa1rgk9fT0qKysTPPnz0/6/qJFi9TT02N0PX6Jyp5tS4AbVaYb5OlGqrh6Ec5CjFZOEJJaIOgGeQJNcu+mj0FbuXKlDh06pObmZg0NDaXds7u7u9Xd3a2WlhZ9/vOf14cffqibb75Z3d3deuaZZ5Luu2/fvqTfJJu5xwMAAPf5+q7hpZde0q9+9Ss9++yzeumll7Lef3h4OKnx19/f7+fy8kYw7r58gnFbjVaPq6Tf3C+BMFrFuyAC8snniUZAblpnZ6eqq6unvi4vT98o3bFjhx5++OGMx3v//fdVX18/9XVXV5caGxu1efNmNTc3F75gS3nZs23erwnGo8+Fi3Cmw3gVd4QVkEvRDsln7hfl5eUZ9+1s8hmD9oUvfEHPPvvs1NcrVqzQQw89pG9961saHR1VScnZt8jz589XbW1t3usDAAD28y0cP3bsmJqbm/X8889rzpw5OT1m165duu+++/xakhEE4/Flc2s8l4DcS3ucgNy7IANyiZB8uurq6qRwPJPt27erqakp433q6uqm/n93d7fWr1+vdevW6bHHHsv4uNraWo2MjKi3tzepWXbs2DHr31h73bNt3a8Jxt3jtTXu4jiVmbIF5Lm0xwnIgxFmQC6FG5Kb/E0vKdjf9so2Bi3dY6qrq5OCcUnaunWr/uqv/kp1dXW6+eabdeONN6qoiN/uAAAgSnx55zAxMaGmpibdfPPNuvTSS3XkyJGcHnfXXXdp27ZtU1/39/ef8w+oMBGMuyPTSJU4jVPJFeNV3ENInp+amhrV1NTkdN+uri6tX79ea9as0b59+zRrVuYPoNasWaPS0lK98soruu666yRJhw8f1tGjR3XFFVcUvHa/5LNn27hfE4xHR1QuwlkIxqvYI+yAXFLSnwXX2+ReftsrH7mMQZvpk08+0QMPPKCbbrop6fv333+/vvrVr2rOnDn61a9+pb/+67/W4OCgvvOd7xhdMwAACJen3+vcsWNHyguTTL+1t7dr9+7dGhgY0F133eVpMeXl5VMNQC9NwCAQjIen89R8T/fPNmt8JlfHqcxUyMU5UwmiBR01YbTt+VDDH11dXWpoaNCyZcvU0tKi48ePq6enJ2l2eFdXl+rr6/XWW29JkubNm6ctW7Zo27ZtevXVV3Xw4EHdeOONuuKKK3T55ZcH/hr83LNt268Jxt2UrjWeThRa4wnZLs6Zi7AD2zixqaWfuHhn8ZCb/06buXekC8dz3cOmy2cMWn9/v77+9a/r85///DkN9nvuuUdf+tKXtHr1at15552644479IMf/CCv1w0AAOzl6d1Drr+O/utf/1oHDhw45x87l156qW644QY9/vjjnhcaJoLx6EjVGs8maq1xxqv4K6jxKsnPOfm/tMjN2b9/vzo6OtTR0aElS5Yk/WxiYvK/iTNnzujw4cM6derU1M8eeeQRzZo1S9ddd52Gh4e1adMm/ehHPwp07Qlx2bMJxsNR6EU5fRun4hAT41UQHBsa5HHi5xi0hIGBATU2NqqqqkrPPfecSktLM95/7dq1euCBBzQ8PGy88Q4AAMLjKRzP9dfR/+mf/kkPPvjg1Nfd3d3atGmTfvazn2nt2rXeVxkignG3mB6n4ppCL85JQG5GGAH55PMSkJvS1NSU9U35hRdeOBWUJ8yePVuPPvqoHn30UR9Xl5s47NkE49FiZJyKA61xL7IF5MweDxYBeXD8HIMmTTbGN23apPLycv385z/X7Nmzsz6mra1Nf/AHf0AwDgBAxPjyDmLZsmVJX1dWTv4rcsWKFec08GxGMB4+ryNVvMglGHexNV7IxTlhTpgBuURIjty5umcTjLvLt3EqDsrWHs8FezriLDEG7YILLpgag5aQuBh2V1eXNmzYoJ/85Ce67LLL1N/fryuvvFKnTp3SE088of7+fvX390uaDOWLi4v14osv6tixY7r88ss1e/Zs7d+/X3//93+vv/3bvw3ldQIAAP9Eq15jEMG4e7y0xqMajHvBeBX/hRWQTz43ATmii2A8eoyMU3G0Nc54FbfQHrdLPmPQ3nnnHb355puSpJUrVyY95re//a0uvPBClZaW6tFHH9V3v/tdTUxMaOXKlfrHf/zHnGeZAwAAdwTyLiLVr57bjGDcDqZa4/nMGXcd41Ug0SJHfmzfswnG3ZaqNW5knErEMV7FLgTk9shnDFpDQ0PWfa6xsVGNjY0mlggAACxX2O9xRhDBuJsytcZnojV+VqY3dgSqZtjwgcLMDzoAVxGMu41xKumNVo4XfAzC2mDxYQQAAEA0EI5PQzBuD79a43EKxkerC3+jPVNYI0JcR0AOFK7QYPyCik+SbrCDsda4oyNVpssWkI9Whr+XIBkBOQAAgPsIx3+PYNxd6VrjcRynkg+v7XEC8vwQkAP5yycYzxaGE5AX5qPT8z3d39fWeASC8VxlC8hpjwePgBwAAMBthOMiGI+LOLXGE3Jtj/NmOhi2BOSE5HCJ12DcSzOcgDxccb4IZzomxqsgeATkAAAA7op9OJ5rMH5BxYmpG+yRa2s8l2AcqdEeN8uGgFwiIEc05RN2E5D7j4twmkV73E4E5AAAAG6KdTjuJRif+TUhuX9ynTduepxK1FrjCSba4wTkZhGQA7nx0hovJOQmIPcP41S8y6U9TkBuJwJyAAAA98Q2HM8lGM8WghOQu4HWeO54Mx0/jFmBrYIKxk0eA7kxMk4l4hiv4i4CcgAAALfEMhzPFox7aYYTkIfD9DiVqLbGE3Jtj2dCe9wsW9rjCQTksEmuwbiX+eK5Hg/Z5XoxTi/jVDwH4xFtjXtBe9xeBOQAAADuiF04nksw7hVjVuyQ7zgVJPP6ZpqAPH8E5MC5vATjfiAgN8PrOBWci/EqAAAAgP9iFY77EYzDrFzmjadrjc9EazyZl/Z4ujfTqdrjKIx1ATltN4Qo7GA8qOPHFa1xxAntcQAAADfEJhwnGI+2fMepxA3jVexkW0AOhMGWYDzo54kiX1vjMQvGaY+7jYAcAADAfpEPx5fO6SUYj5BUrfFCxqnEpTWeD8arBIuAHHFmWzAe1vO5INu88XTBuJHWeMyC8QQCcu9KB5NvYa8FAAAA9op0OJ4tFJcIxm2Sy0iVXDBOJTO/2uMoHAE54sjWYDzs540SY+NUgBykCqPDDssJyAEAAOwV2QoOwXj05NIaJxg360yltzd0I1VFBLwFKhuYiHQLf/zk/2m8yMzYo/GJESPHQXhsD8anP/+Hp88LdQ02yLc1bkRMW+MJo5XjKhnM3GkZrZxQyWD6/cPrnu6iXF9f4n5BNupLB+PX4AcAAHBBJN9pEIzHQyHjVOJutHpcJf25/eJIujfTI1VS2UCq7xOQFyrqATkg5R6M24KAPD+MUwlWtoA8yvIJ/qc/Jojg2qWAfPz/eo19mC3xgTYAALBX5MaqhBmME7jnL9tIlVSt8ZlojXvDeBUAYfESjIfdGp/OprUELZ/WOMG4WbnMHs/GlWDWKxON+KDGrkS9vQ8AAOCaSIXjNMbjg9Z4sLg4Z/Bo3yOqXA3GE2xcU9h8HacCz+J2cU4/wma/Q3ICcgAAAHtEJhwnGI+uma3xVME4rfH8+NkeJyAvHAE5osb1YDzB5rX5IVtrPBVa4/7ItT2eLSCPiiBa3n4F5QTkAAAAdnA+HF86p5dg3HHZRqpkk2swjsJErWnmCgJyREVUgvEEF9YYBFrjwWO8yqSgw2U/gnICcgAAgPA5HY7nEopLBOMuy6U1nita46l5aY+nezNNe9xfBORwXdSC8QSX1pqvTK3xdME4rXE7RHm8StihssmQPOzXAgAAEHfOhuO2BuME8d5kao0zTsUtXJzTXwTkcNGSit7IBuMJF1R84uS6/UIwHow4j1exKUw2FZLb9JoAAADixslw3NZgHMEiGDfHRHs8nbi0x8v7xnx/DgJyuMRLKC65GYxP5/r6U/HaGk8XjMMfcRyvYmuI7PcFPAEAAOAf58JxgvHoKLQ1DrO4OKc35X1jSbfp3/MTATlcELdgPCEqr8M0WuPhivJ4FdsUEpATrgMAAITDmXA81wtvSgTjrmOciv0yvZGO8niVmWF4pvv5iYAcNotrMJ4QtdeTim+tcYJxz+I0XsWV8LiQFrkrrxEAACBKnAjH/7CiL+f72hCM27CGKCMY9w/jVdLzGnj73SInIIeN/nB27vu1FN0gOQqvK91IlXQX4UzHU2scobG9Pe5iaExADgAA4AYnwvFc5RJKryw/lnRDONKNVGGcSjREbbxKISE3ATmQWhQC5Eyi/vqm4yKc4TLVHrc1IHc5LCYgBwAAsF+kwvFsUoXhBOT2YJyKHUy1x6MwXsVU+9vPFjkBOVwUl+DY1dfppTXOOBU7RHW8ShRCYgJyAAAAu0UmHM/WGicEt0emC3Ei+lxpj/sRZhOQA/HjakA+E+NU4sHW9rjrCMgBAADsFYlwPFMwHtb4FOaOe0Nr3C5xbo/7PSvcLwTkcEVUwmIvXHrN6VrjqTBOxS5RG68StWCYgBwAAMBOzofj2YJx2CVVa5xg3H1eA3Jb2+NBhOLMIEecuRQSm+bya/dtnAqMi8p4lagGwgTkAAAA9nE6HCcYjx6CcXt4aY/nw7aAPMi2OAE54sjlcNgU28+Bl9Z4OrTGoyHM9njUg2ACcgAAALs4G467EIwzWiVZLq1xuMvV8SphjVEhIEec2B4KB8nWcxH4RTjhG5fHq8QlACYgBwAAsIeT4bjpYNyWMD1uGKcSLzaOVwl7tjgBub2OHDmiLVu2aPny5aqoqNCKFSu0c+dOjYyMZHxcQ0ODioqKkm4333xzQKu2k61hcJhcOSdeg3Fa4/aIyniVKCMgBwAAsINz70xcaIzjXKla49OlCsZzRTDun9HqcZX05/4Z2plKN960hR2KT1feN6bhef78GS4bmAj9AwhXtbe3a3x8XHv37tXKlSt16NAhNTc3a2hoSC0tLRkf29zcrPvvv3/q6zlz5vi9XGu5EgKH4YKKT/Th6fPCXoakEMapwBlB7usu/PvBtNLB/Br6pYPSWKn59QAAAMSR1eH4xMRkm2Vk6IwkaWnFSX2a5h/OdWXHdSpzoS+jT0fO5P/gDEZOF7CoiOg6PU/ScNL3jp+qTPre+KlzA7wzQ2WSPs16/KJPCcf9NPapt18wGSuRSodS/+x0mVQ247/h0+XBtpzL+sc0Gtiz5ab4E2mk2p8/x8UnvDX0x0Ym/5tL/P1r2uiEub9rE8fq7+9P+n55ebnKywsL6hobG9XY2Dj1dV1dnQ4fPqw9e/ZkDcfnzJmj2tragp7fNTP3a0laWnEi7Z6NSYvUo87Tnwl1DV2fzpN07r9Vjg0l79OS1HdqttLty+OnPfydMVgiWfc3cfSMFEslQ9n38JESqXgo/T4xVup/cF06JNnzsXWwZp2UzszN43ED7uzXfhwPAADAFKvD8YGBAUnST//fsyGvBADiZWBgQPPmzTN2vLKyMtXW1uo3Pf9u7JiSVFlZqaVLlyZ9b+fOnfr+979v9Hkkqa+vTwsWLMh6vyeffFJPPPGEamtr9Wd/9me65557It8eT+zXrVc9H+5CACBmXNmvJam2tlZlZbmNTAQAAAhK0YRfdQMDxsfH1d3draqqKhUVhTsaoL+/X0uXLlVnZ6eqq6tDXYtNOC+pcV5S47ykZtN5mZiY0MDAgBYvXqxZs8xeluLTTz/NOrPbq4mJiXP2BxPN8Zk6Ojq0Zs0atbS0qLm5Oe39HnvsMV1wwQVavHix3n33Xd1555267LLL9O//bj5ksAn7tf04L6lxXlLjvKRm03lxbb+WJoP32bNnGz8uAABAIaxujs+aNUtLliwJexlJqqurQ//HsI04L6lxXlLjvKRmy3kx2UCbbvbs2aG/Kd6xY4cefvjhjPd5//33VV9fP/V1V1eXGhsbtXnz5ozBuCTddNNNU///4osv1vnnn68NGzbogw8+0IoVKwpbvMXYr93BeUmN85Ia5yU1W85LlPdrAACAoFgdjgMAYNL27dvV1NSU8T51dXVT/7+7u1vr16/XunXr9Nhjj3l+vrVr10qabJ5HORwHAAAAAMBFhOMAgNioqalRTU1NTvft6urS+vXrtWbNGu3bty+vX1tva2uTJJ1//vmeHwsAAAAAAPxldkBdhJWXl2vnzp3G59i6jvOSGuclNc5LapwX+3R1damhoUHLli1TS0uLjh8/rp6eHvX09CTdp76+Xm+99ZYk6YMPPtADDzyggwcP6siRI/r5z3+uv/zLv9RXvvIVXXLJJWG9lNjhv6fUOC+pcV5S47ykxnkBAACIHqsvyAkAQBhaW1t14403pvxZYts8cuSIli9frldffVUNDQ3q7OzUt771LR06dEhDQ0NaunSprrnmGv3d3/2dFbNpAQAAAABAMsJxAAAAAAAAAEDsMFYFAAAAAAAAABA7hOMAAAAAAAAAgNghHAcAAAAAAAAAxA7hOAAAAAAAAAAgdgjHCzA8PKxVq1apqKhIbW1tYS8nVEeOHNGWLVu0fPlyVVRUaMWKFdq5c6dGRkbCXlooHn30UV144YWaPXu21q5dq7feeivsJYVq165d+uIXv6iqqiotXLhQV199tQ4fPhz2sqzyD//wDyoqKtLtt98e9lKAyGG/Pov9Ohn7dTL26+zYrwEAAKKFcLwAd9xxhxYvXhz2MqzQ3t6u8fFx7d27V++9954eeeQR/fjHP9bdd98d9tIC97Of/Uzbtm3Tzp079c477+hP/uRPtGnTJn388cdhLy00r7/+urZu3ao33nhD+/fv15kzZ3TllVdqaGgo7KVZ4e2339bevXt1ySWXhL0UIJLYr89ivz6L/fpc7NeZsV8DAABET9HExMRE2Itw0UsvvaRt27bp2Wef1R//8R/rv//7v7Vq1aqwl2WVH/zgB9qzZ4/+93//N+ylBGrt2rX64he/qH/+53+WJI2Pj2vp0qW67bbbtGPHjpBXZ4fjx49r4cKFev311/WVr3wl7OWEanBwUH/6p3+qH/3oR3rwwQe1atUq/fCHPwx7WUBksF9nx37Nfp0O+/VZ7NcAAADRRHM8D8eOHVNzc7P+9V//VXPmzAl7Odbq6+vTggULwl5GoEZGRnTw4EFt3Lhx6nuzZs3Sxo0bdeDAgRBXZpe+vj5Jit2fj1S2bt2qr3/960l/ZgCYwX6dG/brSezX52K/Pov9GgAAIJpKwl6AayYmJtTU1KSbb75Zl156qY4cORL2kqzU0dGh3bt3q6WlJeylBOqTTz7R2NiYFi1alPT9RYsWqb29PaRV2WV8fFy33367vvSlL+kLX/hC2MsJ1dNPP6133nlHb7/9dthLASKH/To37Nfs1+mwX5/Ffg0AABBdNMd/b8eOHSoqKsp4a29v1+7duzUwMKC77ror7CUHItfzMl1XV5caGxu1efNmNTc3h7Ry2Grr1q06dOiQnn766bCXEqrOzk79zd/8jZ588knNnj077OUAzmC/To39GqaxX09ivwYAAIg2Zo7/3vHjx3XixImM96mrq9Of//mf68UXX1RRUdHU98fGxlRcXKwbbrhBjz/+uN9LDVSu56WsrEyS1N3drYaGBl1++eVqbW3VrFnx+vxlZGREc+bM0TPPPKOrr7566vvf/va31dvbqxdeeCG8xVng1ltv1QsvvKDf/OY3Wr58edjLCdXzzz+va665RsXFxVPfGxsbU1FRkWbNmqXh4eGknwGYxH6dGvu1N+zXmbFfn8V+DQAAEG2E4x4dPXpU/f39U193d3dr06ZNeuaZZ7R27VotWbIkxNWFq6urS+vXr9eaNWv0xBNPxPaNwtq1a3XZZZdp9+7dkiZ/LXnZsmW69dZbY3uBr4mJCd1222167rnn9Nprr+mzn/1s2EsK3cDAgD788MOk7914442qr6/XnXfeGftfYQcKxX6dHvv1JPbrc7Ffn4v9GgAAINqYOe7RsmXLkr6urKyUJK1YsSL2b7QbGhp0wQUXqKWlRcePH5/6WW1tbYgrC962bdv07W9/W5deeqkuu+wy/fCHP9TQ0JBuvPHGsJcWmq1bt+qpp57SCy+8oKqqKvX09EiS5s2bp4qKipBXF46qqqpz3lDPnTtXn/nMZ3ijDRjAfp0a+/VZ7NfnYr8+F/s1AABAtBGOw4j9+/ero6NDHR0d54QOcfvlhL/4i7/Q8ePHde+996qnp0erVq3Syy+/fM5Fv+Jkz549kqSGhoak7+/bt09NTU3BLwgAYor9+iz263OxXwMAACBuGKsCAAAAAAAAAIideF19CQAAAAAAAAAAEY4DAAAAAAAAAGKIcBwAAAAAAAAAEDuE4wAAAAAAAACA2CEcBwAAAAAAAADEDuE4AAAAAAAAACB2CMcBAAAAAAAAALFDOA4AAAAAAAAAiB3CcQAAAAAAAABA7BCOAwAAAAAAAABih3AcAAAAAAAAABA7/x/GFS8EB/H8GAAAAABJRU5ErkJggg==\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "import numpy as np\n",
        "import torch\n",
        "import torch.nn as nn\n",
        "import torch.optim as optim\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "# Set random seed for reproducibility\n",
        "torch.manual_seed(42)\n",
        "np.random.seed(42)\n",
        "\n",
        "# Define a complex function\n",
        "def complex_function(x, y):\n",
        "    return np.sin(x) * np.cos(y) + 0.1 * x * y\n",
        "\n",
        "# Generate dataset\n",
        "N = 100  # Number of samples\n",
        "x = np.random.uniform(-5, 5, N)\n",
        "y = np.random.uniform(-5, 5, N)\n",
        "z = complex_function(x, y) + np.random.normal(0, 0.1, N)  # Adding some noise\n",
        "\n",
        "X_train = torch.tensor(np.column_stack((x, y)), dtype=torch.float32)\n",
        "y_train = torch.tensor(z, dtype=torch.float32).unsqueeze(1)\n",
        "\n",
        "# Define a neural network model with dropout\n",
        "class NeuralNetwork(nn.Module):\n",
        "    def __init__(self, dropout_rate):\n",
        "        super(NeuralNetwork, self).__init__()\n",
        "        self.fc1 = nn.Linear(2, 64)\n",
        "        self.dropout1 = nn.Dropout(dropout_rate)\n",
        "        self.fc2 = nn.Linear(64, 64)\n",
        "        self.dropout2 = nn.Dropout(dropout_rate)\n",
        "        self.fc3 = nn.Linear(64, 1)\n",
        "\n",
        "    def forward(self, x):\n",
        "        x = torch.relu(self.fc1(x))\n",
        "        x = self.dropout1(x)\n",
        "        x = torch.relu(self.fc2(x))\n",
        "        x = self.dropout2(x)\n",
        "        x = self.fc3(x)\n",
        "        return x\n",
        "\n",
        "# Train multiple models with different dropout rates\n",
        "dropout_rates = [0.0, 0.2, 0.4, 0.6]\n",
        "n_epochs = 10000\n",
        "models = {}\n",
        "\n",
        "for rate in dropout_rates:\n",
        "    print(f\"Training model with dropout rate: {rate}\")\n",
        "    model = NeuralNetwork(rate)\n",
        "    optimizer = optim.Adam(model.parameters(), lr=0.001)\n",
        "    criterion = nn.MSELoss()\n",
        "\n",
        "    for epoch in range(n_epochs):\n",
        "        model.train()\n",
        "        optimizer.zero_grad()\n",
        "        output = model(X_train)\n",
        "        loss = criterion(output, y_train)\n",
        "        loss.backward()\n",
        "        optimizer.step()\n",
        "\n",
        "    models[rate] = model\n",
        "\n",
        "# Generate high-resolution grid for visualization\n",
        "grid_size = 50\n",
        "grid_x, grid_y = np.meshgrid(np.linspace(-5, 5, grid_size), np.linspace(-5, 5, grid_size))\n",
        "grid_points = torch.tensor(np.column_stack((grid_x.ravel(), grid_y.ravel())), dtype=torch.float32)\n",
        "true_values = complex_function(grid_x, grid_y)\n",
        "\n",
        "# Plot the true function\n",
        "plt.figure(figsize=(15, 10))\n",
        "plt.subplot(2, 3, 1)\n",
        "plt.contourf(grid_x, grid_y, true_values, levels=20, cmap='viridis')\n",
        "plt.colorbar()\n",
        "plt.title('True Function')\n",
        "\n",
        "# Visualizing model predictions\n",
        "for i, rate in enumerate(dropout_rates):\n",
        "    models[rate].eval()\n",
        "    with torch.no_grad():\n",
        "        predictions = models[rate](grid_points).numpy().reshape(grid_x.shape)\n",
        "\n",
        "    plt.subplot(2, 3, i+2)\n",
        "    plt.contourf(grid_x, grid_y, predictions, levels=20, cmap='viridis')\n",
        "    plt.colorbar()\n",
        "    plt.title(f'Dropout Rate: {rate}')\n",
        "\n",
        "plt.tight_layout()\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import matplotlib.pyplot as plt\n",
        "\n",
        "# Scatter plot of the training data\n",
        "plt.figure(figsize=(8, 6))\n",
        "plt.scatter(x, y, c=z, cmap='viridis', edgecolors='k', alpha=0.7)\n",
        "plt.colorbar(label=\"Target Value (z)\")\n",
        "plt.xlabel(\"x\")\n",
        "plt.ylabel(\"y\")\n",
        "plt.title(\"Scatter Plot of Training Data\")\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 564
        },
        "id": "VkfZ4kaD5gCe",
        "outputId": "f4998ae2-1e12-4233-93cf-2687b810285d"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x600 with 2 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Small ammount of noisy data"
      ],
      "metadata": {
        "id": "8qPzgCwW76Jd"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import numpy as np\n",
        "import torch\n",
        "import torch.nn as nn\n",
        "import torch.optim as optim\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "# Set random seed for reproducibility\n",
        "torch.manual_seed(42)\n",
        "np.random.seed(42)\n",
        "\n",
        "# Define a complex function\n",
        "def complex_function(x, y):\n",
        "    return np.sin(x) * np.cos(y) + 0.1 * x * y\n",
        "\n",
        "# Generate dataset\n",
        "N = 100  # Number of samples\n",
        "x = np.random.uniform(-5, 5, N)\n",
        "y = np.random.uniform(-5, 5, N)\n",
        "z = complex_function(x, y) + np.random.normal(0, 0.5, N)  # Adding some noise\n",
        "\n",
        "X_train = torch.tensor(np.column_stack((x, y)), dtype=torch.float32)\n",
        "y_train = torch.tensor(z, dtype=torch.float32).unsqueeze(1)\n",
        "\n",
        "# Define a neural network model with dropout\n",
        "class NeuralNetwork(nn.Module):\n",
        "    def __init__(self, dropout_rate):\n",
        "        super(NeuralNetwork, self).__init__()\n",
        "        self.fc1 = nn.Linear(2, 64)\n",
        "        self.dropout1 = nn.Dropout(dropout_rate)\n",
        "        self.fc2 = nn.Linear(64, 64)\n",
        "        self.dropout2 = nn.Dropout(dropout_rate)\n",
        "        self.fc3 = nn.Linear(64, 1)\n",
        "\n",
        "    def forward(self, x):\n",
        "        x = torch.relu(self.fc1(x))\n",
        "        x = self.dropout1(x)\n",
        "        x = torch.relu(self.fc2(x))\n",
        "        x = self.dropout2(x)\n",
        "        x = self.fc3(x)\n",
        "        return x\n",
        "\n",
        "# Train multiple models with different dropout rates\n",
        "dropout_rates = [0.0, 0.2, 0.4, 0.6]\n",
        "n_epochs = 10000\n",
        "models = {}\n",
        "\n",
        "for rate in dropout_rates:\n",
        "    print(f\"Training model with dropout rate: {rate}\")\n",
        "    model = NeuralNetwork(rate)\n",
        "    optimizer = optim.Adam(model.parameters(), lr=0.001)\n",
        "    criterion = nn.MSELoss()\n",
        "\n",
        "    for epoch in range(n_epochs):\n",
        "        model.train()\n",
        "        optimizer.zero_grad()\n",
        "        output = model(X_train)\n",
        "        loss = criterion(output, y_train)\n",
        "        loss.backward()\n",
        "        optimizer.step()\n",
        "\n",
        "    models[rate] = model\n",
        "\n",
        "# Generate high-resolution grid for visualization\n",
        "grid_size = 50\n",
        "grid_x, grid_y = np.meshgrid(np.linspace(-5, 5, grid_size), np.linspace(-5, 5, grid_size))\n",
        "grid_points = torch.tensor(np.column_stack((grid_x.ravel(), grid_y.ravel())), dtype=torch.float32)\n",
        "true_values = complex_function(grid_x, grid_y)\n",
        "\n",
        "# Plot the true function\n",
        "plt.figure(figsize=(15, 10))\n",
        "plt.subplot(2, 3, 1)\n",
        "plt.contourf(grid_x, grid_y, true_values, levels=20, cmap='viridis')\n",
        "plt.colorbar()\n",
        "plt.title('True Function')\n",
        "\n",
        "# Visualizing model predictions\n",
        "for i, rate in enumerate(dropout_rates):\n",
        "    models[rate].eval()\n",
        "    with torch.no_grad():\n",
        "        predictions = models[rate](grid_points).numpy().reshape(grid_x.shape)\n",
        "\n",
        "    plt.subplot(2, 3, i+2)\n",
        "    plt.contourf(grid_x, grid_y, predictions, levels=20, cmap='viridis')\n",
        "    plt.colorbar()\n",
        "    plt.title(f'Dropout Rate: {rate}')\n",
        "\n",
        "plt.tight_layout()\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "ai8wXwXP3hb6",
        "outputId": "7b36f788-5ffc-44be-8fe2-16eb98375afc"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Training model with dropout rate: 0.0\n",
            "Training model with dropout rate: 0.2\n",
            "Training model with dropout rate: 0.4\n",
            "Training model with dropout rate: 0.6\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1500x1000 with 10 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import matplotlib.pyplot as plt\n",
        "\n",
        "# Scatter plot of the training data\n",
        "plt.figure(figsize=(8, 6))\n",
        "plt.scatter(x, y, c=z, cmap='viridis', edgecolors='k', alpha=0.7)\n",
        "plt.colorbar(label=\"Target Value (z)\")\n",
        "plt.xlabel(\"x\")\n",
        "plt.ylabel(\"y\")\n",
        "plt.title(\"Scatter Plot of Training Data\")\n",
        "plt.show()\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 564
        },
        "id": "vOMjCQuGx436",
        "outputId": "d5a0e0ba-0984-4b3a-fa19-c9f4183ca340"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x600 with 2 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "Y84Qbt4r5YwC"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}